{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>food_pinching_effeciency</th>\n",
       "      <th>individual</th>\n",
       "      <th>chopstick_length</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.55</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.24</td>\n",
       "      <td>2</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28.76</td>\n",
       "      <td>3</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31.19</td>\n",
       "      <td>4</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21.91</td>\n",
       "      <td>5</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   food_pinching_effeciency  individual  chopstick_length\n",
       "0                     19.55           1               180\n",
       "1                     27.24           2               180\n",
       "2                     28.76           3               180\n",
       "3                     31.19           4               180\n",
       "4                     21.91           5               180"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chopsticks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EP5zoR2JKiLAdDAaVkpKi9PR0tbe3629/+5umT5+uMWPGqKKiQtOnT1dlZaXGjBkT/Zni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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105e9a450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (287653037)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_jitter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4FUkbplZ5dLIlJJfhij+x0f37dPxuJt7f7fEJv8KG6f7unzYMKaqwWtpCCobC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\nrlEbII6HAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113162050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288451521)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='chopstick_length', y='food_pinching_effeciency')) + \\\n",
    "    geom_jitter() + \\\n",
    "    stat_smooth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ly4iMjESv1yviBv1+P16vt9dmweVyMXbsWPH7FRkZyU9+8hNFlX7r1q3k5uaK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\nn3+eSCTC7NmzxV6p1Wp0Oh06nY7m5mYGBwdxOp28+eabrFy5UlSYTxd9/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qqtUqAP39/WK4jVqtxuPxEI1GqVQqKBQKDAYDoVCIXC5HW1sbHo+HwcFBTCYTSqVSfN1wOExH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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11253cfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288413893)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + geom_jitter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5Ksxk3uTvfto3r82kvFG6WEI3lyty4Pg7/uHTrvoIEU07+wcFAoHgMkKIbYFgGTJTPJYb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AAAAg\nAElEQVSo2B6JsEaubKOrOrmKg12FiK5gV+G+p49xxaY0h2b8pwTzBZNsyeHJ1+e47oKeml8b0gl9\nxer4Oit5qhv/7Loeh2ffvpSm0bN87dauj5yl4qPgSxcIBGsPIbYFgjVOtepyJJMPhFXJqgbT7Mdq\nS3WW49LdEiJfsdFkiS9eMkC+4tAa1pjJV7h4fYrZghVMia/f1sN0zVpy42hvUDdeF671rO7bdg1R\nMKuYjosqw1cuGyKTP1Gi8oN9Y01iVpdcclWJbNGip9XAqcJ41o8BbI+pIMl0tkYAj1RMJ1u0iIdU\nZAl+fuA4u8/pxHU9judMSlaVglmlv9Wg7Hi8NVsioivcV2ug/JPLh8gW/VjBvQdnlgnOwfZI0N64\nvjO6onh1XI+qB4tlm5awRrXqoWsqjx2cxAX+2Y4BbhjtI19x6GwxKFb8Zs5dm9NNnvAHnvW91pt6\nW/zp8+w7t3ecyvJfo2d56aKrsFQIBALBB4MQ2wLBGufQTJ6wLi9LE6lPsxVZors1wvefPsZcwc+C\n/cqlg2wbamMiWyLp+guJ8bDWlCZSb2JstJFIQEdMD6wn2aLFvftOTJDv3D3M6MgJb/RSMfvKZB5D\n8UjHDaZzvjWju9VAkz2KtsJsbdHwoRcmeTNTDpYuD2WKXLWli1zZZu9rc3z63C7kok1Xi8HfvDBJ\ntuwEn3XX5jSPHpjmhtE+WiNa041CPKQGiSOnMgUdmzdZlzJIRnVma9ngll3l5u0DFEwHVQFsv8Zd\nliSsqsenz+kkGdP4x+f7LZplq8q39qwPptnvNjHjVJb/Gj3Ljx2c4c7dw+TKjrBUCAQCwQeIENsC\nwRpnJmdi2k5TmsjXLx9iruiX1+TKNtmi2eRNjugKr00VGM+W+fFz/vT1iVczXL21m9m8xU3bB1go\nmNy2a5ix+RLtMZ2K7U+Sv79vjIWSU2uMdJYIQIuoXmSx7JArO3S3huhpMZhc9HOPoxo4roSLb4tQ\nZRlV9qg4EmPzJcKagi57XL21m7m8RVtUo1CxeOTANLftGubRA9OB+I7oCk/8fpprt/aQyZt0xA0U\nGd6aLXFDLY4QaPKMj2fLhHXllG0G6YTB340tMtLZggR4HoQ0Gdfzb2qmFi1KlouqSEwtVpqeDPzN\nC8cDf3Zjesi7TcxYuvzXETd4dTIfTMjXd0UDz3K9eOWjsBQpEAgEH3aE2BYI1jjpuMFfPjHBFZvS\nxEMqpuNx3zO+IP6Ty4e4+6lxUjHNz2hWJGzX4959Y+zYkAJ8wVeyqiuW3ty+a5gHX5ii6nqc1RHm\nmq09fPoTnXS1+NPnbSPJZYuVr08Xm96j3iqpyBL/+uphihbBBLtiOUiSSlTz6E9GmM2bVJHIl30/\nuefBYqXK9dt6/n/23jxIzvpO8/y8d95ZmXWq7iohwCCDACPJCI1BIDCn6W4bDG6wPRO7Zozd2GY7\nZrcdseOYWM/GTvQxvTPdvT1HY7ANPjDGGNst0+0LBAIjwFh2cwlddVdlVZ7vm++9f7xZr1S6AReo\n5N8nggiqSpnvUSJ58pvP93mQpZCbN/QRBD6rO9PM1mwuP7ebn/xmmn0LdjzZ1hSZB3eMsXVtF8AR\n5/JmvMsZHUa781Qsh46swUTZQpIk+gsJ9sxFHu2vbN9LW0rl6rVd3Liuh/5iEkWKPj3oykZ2mh27\n5+Pp8ltNzDh8+c/zgyULkF+4epRzenOieEUgEAhOMYTYFghWOIpMFI3n+Aznk5TqLpvPbCelK6iH\nZUp/5ooR/vrxN4DI0xs9XlpiPbllfVSc0p7RUaVwSZTgfMPma0+P8ZkrhvmD9/UyMd+M0jhak2XL\ndmPPOBwU8ov/7gWQM0CVDSw3oOEEJA2YrnroukJP3qDScEnpChXLASCpKdheQKnuYHshz+6e58YL\nVtGW0qhbLpef081czSYEuvM6r02bXHNeN51ZnfFydH775szYHvPJzUMnfW9bl4GuRNNhXZXpzBo8\nvmua9/TllyS8dOcNgiA4xBOeZs9sg//w/aWWkeG3mJhxuO3lZy/PHfGpwjm9J31pAoFAIHiHEGJb\nIFjhTFbsOCN7MYkknkxfObJELCc1aYmn95ObB7nz8iF8L+BzW0ejdsSMQaL1ymC2cqKzCRU/CHn0\nxelWOomOKkN3W4I3WpaOxarylO4fUVcOkahXZWh64AVQMV3aswaaDMWMxmTFQUlp5NMaf/6Pb8SP\n/9MPjrJ/vonlBgwWk3RfsIoF0yWX1MgkVCDE0GTqts9czYmr5u/eOsq3fzkZT50X/dyHZ1wfj1Ld\nJZPQUBSFUsNpeb3hpfEG+1vT9LLpEoQh83WbzmxiSQvlsSwjv4vEDJEpferz+5h1LhAIjkSIbYFg\nhZM7pDjm8V0zfPaKESqWSy6pkjJk+goJXpuOQqcnK80lHub9rXbIz1wxjB9EbY6257PQ8JAliaCV\n8ef6AV1ZgxvX9dCR0bE9j/+4bQ/3XD3aKmnx2bq2C02KSmfu2jJMrRmJ2jCMYujO6Epj+1C1PBRF\nQZYlwjAkCCXKjagt8WtPHeDOywe5e+soc63oP9v1KKQ1KqaH74fIEhRTGl4I840oClCToxjCr26P\nauQVWUJqTeUTqkzTC/jhS9OUTe+IjOvjkTQ0vvPcBNec34Pvh3TnDRzX4+6to4wvWHRkdWzHR1Vl\nTNvj3if2ceeWkSXxgm9WEJ+sQFvTk+YLV48yU3Viz/bvEiEU3z6iPl4gEIAQ2wLBisdy/bjlMW1E\n9otHX5zmpgtWkU9qvDZdjae9t23sO6JoRZEl2pI6Tc9fkk1915ZhHtwxxq0b+6k2vSXRgLdt7MMP\nQqarzchu0srnfmjnJHtLzZbHWuJrT4/F5/nxTf2s7jAwNJWm4y5J+GhLazQrNh+/dJCpik02adCw\nfbygyeO7ZmL/9f1PHeBfbx6k6YWtOD6V7+6c4Nrze1hoOLGdJqUrVEyXB3aM85krhukrJvnw+3rf\ndCpHGAR8qLWA2ZU3SGqgGSovTzexvYC5mkNv3uDPt70RP2Zxeh0EIYoEn71yhJrl0XuS7Y8nK9BU\nWeac3tyyWUeWWygGQcirkxWefr1Ee1plqD152ol5UR8vEAhAiG2BYMVTSOn87U/2csv6Xr761Fgs\njjIJNa4HP3TyfdeWYcYXmvQVEjhuFEvneD6P7Jzg01uGqZguHVmDpuNy84Y+NFmi6fp845mJ+Ji5\nZDRNd334258cXBDcfFYHG7yAbbtm+FgrOnDxfDoyBrYPISGmG6KqAd15A12BuVp0TM/zyCUNKpbD\ncEe0MHnb+wcwVKiYHlvXdvHQcxNceU5HLNavW9fDYy9OUbU8bt3Yz/55i46Mztd3jKHIEsW0zkhn\nmuH2FPtKJs++sXBSk9ogCPFDCct2aEtpTFdsimmNtqTMaGeayXKTtpRGqWEfMb0OgpBXpupHLDAe\n6ziHTpBPFYG23Ofx+zD1FVYfgUAAQmwLBCsez/e5e+soVcuJhbShyUhSiO0FPL5rhts29iEB7Rkd\nTZHIGAplM7KaNN2AqYrN67MW/+Wf9nDbxj7++vE3lky4ZUlaIhpMO4q3yydUPrd1lL1zJj35BI8+\nP8HFo0U2n9lONiFz15Zh5htRa2U+qUDo03Sj51GVKPbP86EtrbHt19O8NN7gnqtHMZ2AuXrkBa9a\n0WJkWldY3ZXGUGVqdoDj2/zopWmuPLeLdYNtDHemGF+wyCVUak2Xmy5YRXtGZ74RLVoGIfzfPzhs\nWbElwI9mldhXMlFkKKZ1TDdEUyR0VUaWoOkGfGX7AW5Y1x03RVquz0hHiqGOFPvmTF6dri8Rq69N\nN0hoR8YOHi4677l69Skh0JZbKJ4qbyqWE1EfLxAIQIhtgWDFM15uUkhr+EGIH4akDIViWqNiumzb\nNcMdmwbYMxu1K37tqQNsXdsVR/F9/qpR/mLbbj5/1eiS6fdnrohEciGtkVQkUrrMnZcPUbM8urIG\nY2WL3rYkhgqqovDIC1MMtye47vweyqZLZzbJTNWmbodYrk9nVqevmGJsroYkgSpHgna25pJL6hgq\nnD/YxhXndqPKIZ1Zg6rlkkmo1JtunCIiAcW0xmTFxnIDbt3YT8V06WtLUbOi+veq5dGVTZDS5SVJ\nIHdc0r9E3E0sNJHgmNPV6apNUpeRJAlZjh7j+gGOL8dCMaUrlE0vbtT84vVrkCWJ6ap9RINjSleO\nKigPF52m450SAm25heLvw9RX1McLBAIQYlsgWPF0ZAzmGza5pBYL5Krl8uiL0UJgueEw2sqlvua8\nbmSJeGGxYkaLiZ4XLf2V6lGEX8V08IOQrz89hgzcurE/tp6UrSiVY6Js0XQD3rMqzWevHKFiukdU\nvh8uQiOhDZmEynzdoSOrEwQhpbpHe8ZgrmYjSRIQorYys4MQbt80iCIFfPmx3fzpB6M3BgoSQQir\n2gwmK03aMwkatsdIR4qBYpIduxeWiNjsIYukiiyRS6rHna525wwOzJsYGX3J/fb9kM6sviQqMaHK\n9BWTsSDtzhk8/NwEd20ZZn/LyvP4rhn+7ZaRI35/h4vORdvLuy3QllsoDnWk+OINZ1JqeLFnWyAQ\nCE5HhNgWCFY4qhxSTEWCsJjWaToe7WmD68/rJpNUMW0PmZAfvjTNVed2Ybk+fYUETdenkI5Eo6Kq\n/Ocfv8Et63u578n9XHd+N4W0xo3regDQZImUoRwhplO6wr9MNnjk+Sk+uqEXCYkb1vUQBOESUT/Q\nElLRhDhaPCymdaYrUblNX16j7kIuqVFrenRkDRYaDp4fsP3VEjde2MtYOXoDYLvRdH22ZmNoMttf\nneOpN6r8yZUjrB8psK9k8tuJGmlj6WRZay2ELi5QtiXVIwT4odPVoY4UjaaHF0QWlCi6UEZRYKp8\nMNWlI6Pz4I4x7twyEltQhjpS3LllhIWGw5ruNFXL499uGTnqdPj31WogSxJnrsrT2dnJ7Owsruu+\n26ckEAgEy4IQ2wLBCiYIQiRJYqYeVZPnkxptaY2pSpOObIIF06G3LUnT9ZfYHW5Z30tvW4KRriRf\nuHqU0Pf5XMv3fcemQeYbDglNgSAgaWiU6nYc//ehdT0kDQXT9njsxek4KUSWJL757MQSO8loZ4pH\ndk5w6/sHGO1M43hRCY+uKXhBNL2WJag2fZAVGrZHMaNjNl3yychvfd26Hkr1JrmkhiJL3P/0BDeu\n66Yzo+N6ASNdWS4cKaIpxEuJN6zrJqHJ3HxxL6oSielHXphkw+oi7WmdvkKC/vZI1B5L6MqSBLLE\n/U/u58rWm5RsQoUwWgx98Jko2/ymC3uYrbtLpuKLU2GOMRU+fClyuCMVPzYIQvbMNZhvOKR0lYrl\niug9gUAgWMEIsS0QrGD2lUwe+mWUA101XQxNpmpGQlWVQu7bPsbnrxplvuFw28Y+IEoSSSgy9z25\nn09sHiSpKUw2XOq2i+MFJA0VTZFw/QDTDXjq9Wn+1dmdgIckSbRnNBw/yuT+5OYh7n1iHwCP75rh\n7q2jvDHbYK7uxJF9r89asRBVZWg40HQ8ErqG18r2NlSJuYZD2lCZrUb52t97foLXZ634zcHiUmYY\nhnRkosSPWjPK4DZUmZmqTdnyYi81RFXti0kpl53dSV8rfu9Q0Xo8q0RKgzs2DVJqOHTlDFJa5N9+\nfNcMsLR981ie46PlVR8viWPxZ7es7+XvfrrvtE7rEAgEgt8HhNgWCFYw09WDKSL3XDXKZLkZ2yRW\n5YzYh/yDQywkxbTGV546QKnuMlOx+dqOcW5Z33tE/vZ3dk5y9dou1g0VmK05GKrEf/3nPfGfuXvr\nCEEQcPumwbhF8tHnW5nXpsvWtV1s2zWDIkvkkxo7ds/Tl49ecmp2VNOeSyiEYUjDlZire+SSUTnN\nQsPhQxf2UqpHwjsMQmq2RzahULc9giDECUK8IERTZADKlrekdv7Gdd185ooR6s0o43q4IwUh7Js7\n+aIWPwgJkQiCEFWRUBX42b/MRQU+skQ+pWE5Hn9y5QiKxJL2yEX2zpn8x8NSUGaO4xVf9JEfXnt/\nOqZ1CAQCwe8DQmwLBCuYQ5frvvfCZFzA0pbSeOSFSRRZoitnLLGQRIuQLoos0Z7V8YOQbbtmuPni\nXjRFoitrUGrYbD6zHYCujMaBso2uyNy9dZTZmk0hpdFoulFethzVuUvAhy7sBUISqkRS1/jQBT0U\n0jr3PrGP2brL/3nDahIadGQNZqtRoU1Sg2ozJJ9SKaR0KqZLLqVTNR2CEEp1m5Sh8p2dk3x0Qx/5\nhAKSRMWMps26HOIHxEuIi0uJuaTOeQO5JeL3jdnGEcL3eAI2CCU8P6Da9FBkmAlgdU8Oxwt4rNVI\neeflQ/zVj9845vNNlJtHpKAU0toSr3g2obJntsF01Y595IenmZyOaR0CgUDw+4AQ2wLBCmaoI8Xd\nW0dZaDjYXsAjz09w+Xs6kCSJzWd1cH1SZdf+hSX152kd7rikn7aWYFZkiVLd5Vu/jNIzHnk+sqW4\nfjRlrtsuPfkEjushAU3XZ64eRQTevKGPbzwzHk/NC2mNrz09RqkeLbvddGEPrh8y2/palcG0wWxG\nJTaztSj9pC0BVSuK1mvPaDScADeI8rc1WWK+4VA2PRYaLgNtBn4Y0pbSokSTjI6hQcZQ2Lq2i6/v\nGKNsetxz9eojpsxHE77HE9sJFcJQZrCYpG57dOeiBVQ5oXLZWR0YWlTTvvh8R5s+LxYAHZqCUjHd\neMEyart0+KsfR4VEH93Qy80X9xKEIXdtGaba9Bg8JOlEIBAIBCsLIbYFgpVMCBIh/QUd04FNa9rJ\nJXXSOnzt6Sk+uqGPnmKaqUozThG5a8swXhDyN63mx1vWRxPtzqyB2XRj+0ZXzuDZ1+e4YKSI43oY\nmkrVchgsplgwHa5f14Npe0um5p+/apSyGYnPxensoWJTlkIUSULXFOYbDj05A4mQphclqahydFGL\n1hAJCV2RUGWJz20dpd50URQJz4OK6dCeNZClEMuGn/x2lmvO7+Ga93bTkzdY03OkiD6a8F2cKB/N\nVuKH0T8V06U9a6BIIW1plVozwA/DOIlk8XqPNn1uS6pLUlDyrcn1Pzx5ID6Pz20djd8ELC6aLv7s\ni9evYUTYRwQCgWDFIsS2QLCC2VcyIQTHDQla3/ODAMeV4knwM7vnuenCXq59bzdd+UhQ9xcSfPaK\nESqWS3tGp2a51CyHhK5RtRzaMwYLpsMFI0VUSSKdUDhQtpEANwjoyWk0vcjK8bmto+yfN9EUGcs+\nOLEdLCZ5cMcY16/rjsXmdNUnn1JxA5kgCPGCaNqtq+A60QQ7l9Qpmw7taZ2K5bDQCPnRS9PcvKGP\nh3ZO8qkPDBICkizhBwG6IvO9F6LmygPzFqOdabKGclQv9uHC11Cl41aG+wEkF20vtegNSFKCB54e\n48pzu5ip2Xz80kFqTe+YsX397Sm8kDjxRJLgkZ0TfHrLMAsNl568QS5x0DJyqBXmzO7MaTvRDoKQ\nVycrPP16Kc7ZFmkrAoHgdESIbYFgBTNdtcnoCiXTJaWryLKErsjUbJdb1vfG02w/DECKBF8uqeL4\nAV99eozNZ7Zz/1Nj/OkHR9k/32SubtFXSFBrumQMlarlcv9T40vi/CRgruYyU3cZ7Uxz//b9zLY8\n4HdvHeVbP48mtp0Zjds3DTJRtujKGjRsn4Su4vsBhiLTlo6i/ToyOpbtI0kKfgCyBJIE463HuV60\nbGnaHqW6S6nuYGgqwWJ+tgLvX9NOrRktSC40bP768fGj+qcPFb75pMbeknncJcToDUGUzCLLEqW6\ng57X+cTmQaqWd1JLloeXw+zYPR8vtQJ86rIh3tOb5c+uX8P+koXrB3x9R2TF+dRlQ6etAD1eIotA\nIBCcTgixLRCsYDqzBt/YcYDr1q2i3HDozBm4nkcmoSHLCjeu66GQ1lhoODywY3xJ2kjZjMTpor2j\nJ59grmajKjIduoTtRULx7q2jlBsOAE+9VuLi0SKW6zPamebR5yfiDOqh9iRpnWgBszUFrloOTTdg\nru5wZncaVfZZMGWajktC1wjCkBBoeiGKEpBLRBPvlK7iB6ApMpoqEUbOFD5x6QCFtI7ngyxL+AHM\n1w+WoXRkdL6+Yyz2Yw8fIoQXI/gWJ8zTVRtZko67hOgGMN+IFjT9IKQrazBddVAVmY2ri2/pd3a0\nmvJFQX54ffzpvBR5eHvn4b8vgUAgOF0QYlsgWMEEQcAfXNTLbN0hn9IIw5CUofLbySiKb7g9iSLL\nfHX7AW6+uBddieLqTMeLJ9+KLOEFElOVKDZQkSP/tBdGzYlhGNKT17HdkGvP72k1POrIUshl7+mM\npthZHVWSeGDHBO8dyPP9F6e545J+7n3yQHyun7psiMFilFri+CEJQJUlwtbPVVmmbHq0pVRs1yOf\njK4nn9DYWzo4cZel6JxyCRXL8cglNKaqZmxbWUxasVyfPbMmqgwVyyMM4b8cEl14z9Wrefi5idj2\ncizLhu2FLJhNUrrCfMMmm9BIaAo7ds+/pbKZ4zVGHu1nR8vpPh0E6eFvOizXZ++cKabbAoHgtEOI\nbYFgBTNethlp1wnSeuwpVmTIGCo9+VaBypzJrRv72T9v0Z1PUqq7JDWZjoweJ2poSrTgl0uoZJMa\nAE0n8nPP1R2mvWBJTfu9/7SH2zb28c1nJ7hlfS/3/2RvLJo2rC5GxTKH1aXnkxquF4AkxWIxBMIQ\nXD8kodFKHrHxAqg0m/S2JVloOPS0GdSaLo+9OM2/vnQANwhZMF06swZN16OvkKBUc7h1Yz8V08Vt\nxRneuK4H2wv45rMT3LCue8kk1XQ87twywkzVZk13+qgiVlMkDFVGV2XySRVDlVFl+O8/3xdbZ07W\n/nC4aF4/WjjieIdbTgD2zDVOS7vFUEeKP7lyhD1zJildYduuGT78vt7T4toEAoHgUITYFghWMN05\nI7ZiyC3dNlVxKKY1NDlkfKHJbyfrDBaTfP/FaW5Z37ukUj1tKHTmDEzbo5jWqFoemiJTNR2ySZ2f\n/GaajWcUKaYTXHdeN105A8KQT1w6QHtK47aNfbh+wF1bhqnbHk03iKflpu1x88W9KLJEEEbiVpYU\nUlqIpmiYTkgYHjzvAHj2jXm2nNvNTDV64xCEAT15nYYTULV8PnbJAJIEkhQllARhSNpQaHohDden\nR5X54UvTsRDOJVX2lay4VfJQ8V9M64wcpz0SQFeiKf9sy15j2i7phBZHGb6Zspm36lE+3G7xuyq3\nebcn5rIkkU1qfP/F6SVvyI5WDCQQCAQrGSG2BYIVTEaXAR+JyPIBUd50AIRITFdtUrrCD381xd1b\nR6mYTqvUxgYJOjM6j+yc4I/e10vTDQiB2VbjpAzcurGfWtNDVQN0NfqoP2MoPPnKHJee2U4uqdKw\nfcqmS9aQabpw7XnRBPnRF6fjSfg3n53gi9evQZV8TFfC9cP4GoIgpJDSKDUc1g60ocsh7Vmd+VoU\n7fetZydYsDw+trGfvXMmhZQKtCbjYdTwaDk+uYRK3XKiZcpD0kYObZW8ZX0vhirTmTUYaE+e8P5O\nVlw6MyqdrRKejqyB3voU4M36qt+qaD6ax/t3wamwoLi6O8v/9sEzeGWqRkpXuPeJfdy5ZURMtwUC\nwWmFENsCwQpm33yT8VKdtYMFFDkSsaokoylRckZPPsnDz0VLjBNli762JPMNh0xCRZMk7n/qQDyl\nrTVd2lIahBI3rush17JNeL6EJsu4fkg+pTBft7nxwl4WGg4LDTe2l9y9dZQHfrqf9ozGVed2ce15\n3RRSGjM1mz+5coShjhRjczUAPD+k6foU01HMXyGtIyHRldOZqTmkDJVfHyhz+Xu6uPq8bmqWR0qT\nGW5PUWo4UVygEllQJisO/W0GY2WbStOnK2vEVpKK6TJQSPDZK0eomi5eEPLoi1OUTe+kxGU+pfHf\nf7E/XgJtS2n4gXxMz/XxeKui+Xge77cznV6uifmbQZFl6k7AI89Pxd8TtfQCgeB0Q4htgWAFk02o\nPP7yAkOdaYppnemqTTGtRdXtF/XSdD1u3zTIbM3GD+Ar2/fHE+vxSpNbN/ZTtVwMFYrpg1nSuYRM\nUpNx/BDLDVGVgI60ztRCk+62BBNli6FCAssLuea93ZFtRQqXtFHesr6X//ef9sRTU1mSUFWQfVAU\nmabpkk1CT17HUMD1o6jBfEpnoeGw5ZxuQkJM249E7xP7uf2Sfgw1SixJJ3QaTTcuximkNBZMF1WR\nSWgyGTVqd0zpCmd3pNmxe55/+Nm++N6djKizbJdPXDrIXN2hK6dH1pUgZE1PZD8JgpB9cycndo8n\nmo/H0Xzci7yd6XRXdqn47zqB+F8u20lPW/IIb/9bXT4VCASCUxEhtgWCFYymwF1bhpmp2bSnQ7pz\nkWC+8cJeUlrIr8dNEppMQpXJpTVuWNdDPqnywNNjsa/5riuGMe2QedOhPaNTqjvkkhquHyIBv3hl\njg2ri+iqjKJIzNdtmm6AF8CC6SJJ4IchD+2c4raNfQC0p3V0VeKPLlqFockoi77sILK7+EHYiu4L\nCQKJF8YqvDTe4Lrze2LBP1tr4vrw+K4Ztq7tomx6VEyXXFJjvuFiez6OHzBXtymmdPwwpNaMKuX7\nCgbzDY+BYor+9kjUvpXJsqFrzNVtbC9kX8kipSv05g8+7s2I3eOJ5rfK25lOqzJLCn6UE2ja5bKd\nXHBGL1+8wWW60iSf1Lj3iTe/fCoQCASnMkJsCwQrmLSuIks+7RmdyapLe1pHUyQ8P2CmGk11Ab76\ndJSxfdvGvrj9MMrKThGEId97YZJrz++h3nQppnXm6nZrohjygbM6KGR0zKZL0tAp1W1GO1NULBe/\nlfpx9dou9paa7J4di3O8TceP7QEf3zRAEIIC0IoTXESRYaQrR1smahDsyuooUkhHJsFszeb2TYPU\nrMhrXrUcVFmiM6Oz0BLehirz8HMTrF9djI/3qcuGjsjBHigm+cLVo8xUHbpzJ69ofLYAACAASURB\nVOfZTmhQTOm4QUi16VFIaYSH/PxoYldqfX9V3sA/pDlyOaa0b8fPPVGxeWDHePz1py4bYqjj2MJ2\nuWwnmqZx5qo8Ix0pduyef0vLpwKBQHAqI8S2QLCCkaSo6jwRKDiuH0XpAaoi8eCOKQLgxnXdfOaK\nEeYbDl1ZnQ+e131I22JUVnPThasoNdyWTzuyGExVbTqzBo8+HwnZB3aMx0J6qmLz+K4Zbt3Yz+Yz\n2zFUKZ5qL1aOb13bBdDykgd8+bHX+Pc3jBIAtWaUfgISExWHfFKjLaVRb7q0JRVAwfUDlChUGy8I\nuW/7fgA+uWkAL4yuU5Nlxueb3HRRL/c9uT8+3tFE54F5i7/c9sabmszqsoQtQbXpkk9qJFQJP4Q9\nsw2GOlJHiN18Uounv4vRiMu5gPhWrSnw5oX6ci1qvtPHEAgEgncaIbYFghXMRMXmn34zw4cu7MVy\nQ5J6wC9enmPzWe3curGfsulSTBvYbpRJXbUcOrMGjhfQk4+811lDQVUksgmVquWhK9HSYmfWYLrc\n5Lp1PVRMlz+6aBUjHSm8MKDe9Pj4pkEqlsNoZzrKws5HXuu5usc153XTkze46cIe+goJvvHM+CFT\n0ejcJUmiYjoU0zo5PaRiS9heSCApJFT4hyciq8vhojWUJJ54eZrLzulmpmazqpDAsp14Wn+scpq3\nMpnta0/zymQ9roYPgjBuefyz69cwfJjYnW848TFMx1/2BcS3Y015s0L97Qj75TongUAgWAm8a2L7\ne9/7Hq+++irpdJpPf/rTAFiWxbe//W0qlQptbW185CMfIZFIAPDEE0/wwgsvIMsyH/zgBznjjDMA\nmJiY4JFHHsHzPNasWcM111wDgOd5fPe732VycpJUKsWHP/xh2tra3p2LFQiWia6swd5Sk/u27+dj\nreKa9auLPPbiNB+/dJC2lMZ8I/IcB6FHV9ZgoeFgqDKaHNWh65qC7/toSlTdntAgm9SZq9n0FhJA\niCRJdGaiRsdSPZqAf/f5CdaPFpmtN+grJFCkqGY9lwhpS2l857kJ9paa3LK+N251jDKyo3N3/bBl\nA4GKLTFXiybpqhRiufCx9w8w33DozOp85ophxuabGJqMIYdcelYnM61lUEOFiXLAg89ElohPXTYE\nYVQGc6id4/Cc7ZPJdFZlGUOFtpTGXM2mLaXxg19NxeJ5uD3FoY8upPX4GG/leO8kb1aoL4fn/N04\nhkAgELzTKF/60pe+9G4cOJlMcsEFF/Dyyy9z8cUXA/Czn/2Mrq4uPvKRj1Cr1di9ezerV69mZmaG\nX/ziF9x5552cddZZPPTQQ2zYsAFJkvjGN77BDTfcwNatW3nmmWdIpVIUi0V27tyJbdvcfvvt6LrO\nM888w7nnnnvC8zJNkyAIlvvy3zaapuF53rt9GieFoiik0+kVc29h5dzfquly4VAbvYUEGUOlPa1j\nez7vX9NO4HskVJm0oWJoCkEQVZxLhGSTOqbt0pbSKTdcDF1FVST8IECSFEr1aEkxIYc4gUTT9Ukn\nNOq2y6MvTtNXSLL99QVeGqvy2nSD1V1pmm5AUlej1kVNIaEpXDScR1MkLhpq49rzugnCENsLCYOQ\nYlrB9SUmKzaZhEp3RsH2JZq2h6IolOoOHVmDtAaTVZekrpBPaqQMmRAJ0/HJJTXSasiDz0xiOpHt\n5PKzO5irO/ynH73OL/eU6S0k+P9+uo9Xpup86IIe1g3mOac3y3eem+CM7gyFtH7ce/yrA1X+28/3\nc25flnufPECpEb1xuOa9XVQsly8/9hq/3FPmydfmueysdi49s533rMow0p7kfSNtdOYMLhjMn/Tx\n3i5BELJ7psbLkzVcPyCf0pBOEYF/OOK1YXkR93d5Efd3+Vi8t6cL8rt14KGhIZLJpQtKL7/8MuvW\nrQPg/PPP5+WXXwbglVdeYe3atSiKQqFQoL29nfHxcWq1GrZt09fXd8RjDn2uc845hz179rxTlyYQ\nvGMcWGiiyJFNYX/JwvUDEqqMoYTIkoLlhczUnFbSRMjDOyeYNz1KNZukoTFetnCDkHxCwgug6YUg\nRWU5YQjj1Sj1o5jS+MGLk9TtgM1ntrMqZ/D5q0b5xKUD3Hn5EIYq8diL0+QSKhcNF6g1Pb6zc5L7\nnxrj3ifHUJVoqq0pkX3ED0NMBxYaDp05g5rl0nAlXNcjnz64hChLsGBGdox8SuW//vMeXpuxGF9o\n4vgBjhewv+xyx6ZB/uiiVdyyvpfZWpPXputH2DlKdZcHdoxTa3o8sGOc2brL/pLFntkGQRge6xbT\n1fIRL5bifPLSAb54/RqGOlJHWFMmK5FVZOPqIoMdaSqWxyPPT8XHm6nay/sXgig15P969BX+/mf7\n+PJjr7F3zlz2YwoEAoHg2LxrYvtoNBoNMpkMANlslkajAUCtViOXy8V/LpvNUq1Wj/h+LpejWq0e\n8RhZlkkkEpim+J+O4PQik1CRwpCOjE6ylTzSllSZrDjM1B3KrcQOvZWjvfmsDjqzBqvaDMYXLL7x\nzAQP7BjHDWhNtaMkk1xSa/m7dVK6wnilyY0X9uJ4ASld4f6nDuAFAYQhiiQBEp+6fCT22C4uusHB\nhcXpltBM65BLRhXohYxOWoOOjEoQhqQM5YhrDFvXVzGjibIsSXzrlxN845kJ/uYnezGdgOmqzXd2\nTvLAjnEWTC+2cABL/l2RpTih5dDFzWMJ0qD1RuRzW0e57rxuetsSnNEVDQmefWOBbEJd8tz5pLbk\n8Ue7D8vN0bzpAoFAIHj3OKUXJH+XH32Gh02uqtUq9Xp9yfcymQyqekrfkhhFUdA07cR/8BRg8Z6u\nlHsLK+f+qjKULZdUQkOWQFdlpmrN1vKjTQhULYeqJeEFIYV0JKIN1UCWpNhTvPONBc4dKBAEIZoS\n+ZQtNyTpBtiux7d/OUlbSuXqtV0ossTWtV1UTJevPj0ex/wNtKcw9MgisbonxxdvOJOZamRHWd2d\nBalG1bIJUGg60cLmXNUmzBqkNAlVCnllOqpj91qfyIbAt345GaeqfPaKESwnaqss1aLr+9FL09y6\nsX+JV/rxXTPcfHEvluuzKmfwmSuG2VeyGGpPosoSd1zSj9eKLfSDkNmaw1m9R+50vDpZ4UCpie2F\nmI6PF4QoUoI/b6WafHRDb3yclK5guf6SvzdHuw+KvLwzju58YmmiRz5xyv5dliSZZ/9lHxPzDTqz\n+jtyf94uK+W1AcRr73Ij7u/ysZLu6clwSl1NJpOhXq+TyWSo1WqxX2dxkr1ItVoll8sd8/uHPiaX\nyxEEAbZtk0od3GzfuXMnP//5z5cc/wMf+ACXX375cl7i7zWFQuHdPoXTDm1/iZodMF0zSemR1/q+\n7eN86gMDFFIaluORTUbZ2H4Q8vWnxyibHv/umlH6Cwnu2jJMrenRmdWRpZCevEHTDZi0/Dhdo5jW\n+MJVo5TqDoWMTtV0yKcM5mrR8uNizN/EQpP17xmKX8h7uruXnGt7scjTu3Zju2C6IaoasKrNIKGC\nF4AXwmhHigXTpZiOquJVKeTjrQZH2wv46tMHkIF/868Gyac0ak2POzYNYKhSfC26InH9up7omBkd\nRZEYn2+S0hUeeHosjiQ8NOGkrz1DZ2fnEff36ddLLJjekjrxP35/fzw5liVpyfN86Q/PPeJ5Dr8P\ny01bWxtf0jSmyhY9bUkuOKP3lP2f67P/so8vPfybJfdv/XuG3u3TOu0Qr73Li7i/ghPxrortw6fN\nZ511Fi+++CKXXnopv/rVrzjrrLPi7z/88MNs3LiRWq3G/Pw8fX19SJKEYRiMjY3R19fHr371KzZs\n2LDkufr7+/nNb37DyMjIkmNddNFF8fMvkslkWFhYWBHLA4ZhYNsr4+NhVVUpFAor5t7Cyrm/Tcdj\nVT4qf4ksC3DHJf0U0jquH2K3Ph1KajIdGY3rz++mI2tQtVwefHaSsulxy/peMjpUmlLc3phPStTt\nkGJai5sZ29I683WHbELlkZ0TXHt+D/vnLbau7YoF97P/so8zV+WPeb6J1itOMa0z33CAKGs7DKPg\n7K8+dYA7Lhmg6QfMV6KCmN42gydfmeOa83u45r1RpOCPfz3NWb15LNenmNHxAkiqEiRU5hsuXbko\nH/z1WYvOjMYnNg9Ra3p87P0DfPXpAwDcfHEvuiox1JFmsJhgdnb2iPNtT6ss1JemihTTWvz147tm\n+MLVq6k1PbpyxjGf553m7L4CIy1LT7lcfpfP5thMzDeWWF7GS/Uj7p/vB+yeqb2jnw4cj5Xy2gDi\ntXe5Efd3+Vi8t6cLUni44n2HeOihh9i7dy+WZZFOp7n88ss5++yz+da3vkW1WiWfz/ORj3wkXqJ8\n4okneP7551EU5aSj/x5++GGmpqZIJpN8+MMfPqlf3OzsLK7rLt+F/45IJpNYlvVun8ZJoWkanZ2d\nK+bewsq5v78eq5LWQixPolSPPNauF7JguRRSGmXTwXKDJRPYzozG7ZsGma3ZcQPkpy8fxHSgVLfp\nyBqYtktS15hvOGSTKilV5n8+sZ9cUuWmC1bhBiG265PQVcbmLXraDL7xzDgffl9v7M/uzhkMFJMc\nmLfir1XJR5KgboPlBvFUXZWhankkNJVa0yWd0Cg3ovr4hBYybwaML0TT6dUdBg23FRWYM0hpMFF2\naDg+EhKW61NIqRTSOg3bj/Oa982ZvD7TWDKJvmV9L6u7DkbNBUHIvpJ58Pzbk7w8XqPpBzRsnyAI\n2f5aiQ2ri7HwXtufQz3FrA8r5e/vnjmTL3//1fj38cXr1zByWOzfntnGstTEv1VWyr0F8dq73Ij7\nu3ws3tvThXdNbJ+qrJT/aFbKfzAgXpCWk9enq3heiBtKlOpRTvV0pYkfwkAxwf/zw93ctrGPx3fN\nxKUvg8Ukmixx/1MHuPLcLhwv4NzeFLa3VAD7QchCwyWXUrHsyI7y+kwj9kTfvmmQv9y2Oxat33x2\ngnuuXs1fbNsdC6PPXzXKX/34YGvjf7hplPkG8QSdwCeQFJIa2F5I2Ywq5xtOQMVykYCevMHYQjMW\nyfdcNcpk1cZ0Ip/0qpyBG4TM1Z0lQvr/uG4Nq7sOirIdu+d56LkJPrqhLxbu23bN8OH39cbV7kcT\ndqbt858ffyP2rOuqjOMF8T1IG8o7Kv4Of0NwtBr4lfL3V1YU9s83GS/V6crqR72WHbvn+fuf7Yu/\n/tRlQ/Hv691gpdxbEK+9y424v8vH6Sa2TynPtkAgWMqJhFUYHhTa3TkDiWixuDdvoMshn7x0AFWO\nCmIqlsuqtgQ1yyGb1blj0yDTVZuhjhTzdRfDiDzeXbnIglK1XIppnT1zJn2FBM++Psf7VncwV7P5\n+KWDqHLIHZf0R0U5psM9V6/GdLwltoCpytJkjKO9tZclSCjRtNsPonhAXZWRgM6cwT/tmmbfgs0t\n63vRVZmELtGTTzBXi6bwCQ1UH1blDe7aMkzZdFvH85ccpztnUDY9Fhou339x+qiV4EdL8igklfh5\nixmdlCYxtmBzx6WD/OQ306xf3f6Oiu19JXNZJr0nI+J/1yiyzPr3DB1XrIgKd4FAsNIRYlsgOIU5\nkbDyg8hnDWA6AfmkTD6lMVuNYvW6shqWG1KxXNozOhXTIZeMEkN++ttpNrWaGPsLBtNVh6brk09B\nzXLJp3R83yNlKGiyxMWrO5hvOORTUfLJa9MWhiZz3/b9bF3bRanu0FtIHNPfrMgSsgxZA8CIPbgZ\nHepOiCrB7qkqxXRHVNed1bFsj81nd3Ge5dKR0alZDmEIU5VmnA5iqBK5ZFQVf/9TY/G9+fgl/ZzZ\nc/BeLlaBLzQcvnD1KFXLO6IS/HBh15U1MB2PubpDEIYEQchUxcULQr7y5H7KpscNF/Qu69+Bw3kr\ntfMnw3KJ+LeLqHAXCAQrHSG2BYJTmBMLq7DlzXbRVYmK6VJpRrl5M1WbZ3fPc+35keKcKDfZtmuG\nsunxuStHuOycbuYbkYh8ZaLCaHee2ZqNKkM+qVOqO+STGjkD7n/qAB97/wDtGZ2/+nFkqVishz90\nQdJyPO65epRS3SWf0nj0+Yk4Gm+0M00YQs2GmuXQmTWYrdnIOQMJidm6zfozOggDn65cNC1vugHb\ndk1E53zVKP/jiTH+3TWjrMonKDUccsnI4qLK0JHVlwjl9uzSCehiFTiH+bOffWMhFnGHCzsZ4pzs\nphswV3fIGjJND266YBV9hcQ7Lv6Wa9K7XCL+7SIq3AUCwUpHiG2B4BTmRMJKlmVkKSChyYCE6YZ0\nZXU0WWKm5nDduh4MVebViQbnDBS47rzu2HrRdEKkVldjPpNktmaT1GSmqg5tKY1VeZ26HVC1/TjF\n4w8v7OGTlw7gByGaInFGV5oDLcG9bdcMm89sJ6UrfPPZCT535QjrVxdjb7WuQBhGNpGkES1fdmYN\ndAVMOxLYjuuhqSpzNZvhdoOGA9ed101XzsCyHe7aMsyPXppmy3u6yCVUqpaHBPhhiGV73LVlmPmG\nSzGtkTxB2t2xJrmHCrsnXy3RndPoyOgsmFE2uNl06W1LcNaqzLuyGLlck15h1xAIBILlQYhtgeAU\n5kTCSpVBVyWCUGGh4VBIaagy+IR4QUhal/ECOLM3z0LDaU1rQ2wPxitNevIGURFkgK6qzLWWLBtN\nl/l6wA9emqZsRiK2VHfJJnX++vFo4fG2jX0APPTcZCzQUroS16M/8sIk157fg2q69OQT2J6Prsho\nCri+RNDycPtBiCTLfHfnBHtLTe7aMszXd4zHySm3buxnumrTntFJahIXDBVwg5AHd4wxW49aJe+4\npA9dkZEkCVWR0BUZwpAdu+eP6T8+mUluNqHyjy9Nc9k53S0/PKgK3Pfkfu7cMvKuTFuXa9Ir7BoC\ngUCwPAixLRCcwpxIWO2ft6lYLmd1pUhkdZpuwLwZTXt/9NJ0XOBiqBK2F/JaK03EUKPa85mqw+O7\nZvjsFYNUmsQLjH0FjbIJ15/fTXsmyqwG+Nlvp/nc1lFmazar2gxqlsedlw/FsXg/eGk6bpncPWvx\ntz/Zyy3rezE0mYQm89pkmd5iNk4jyWghNScqtdm0pp0/uNDgkecn+MwVw1StyC9ea7r840vT3L5p\ngP/0ozf4368dpemE3Lqxn1rTI5fUmK42ac8YlOo2ZdPD8QJW5Qz+/mf7juk/PnySm09qR4hzVYaz\n+/K8MRvdt/m6zb1PRr7wU8Vm8btC2DUEAoFgeRBiWyBYwXRmdVw/4Ds7J/nD9/WitURj1XL540sG\n0JTIx51JqFQsD12VySdVkpqM60fT3Ds2DVI2fSQ5EuFhCLtnHQppncGigePBB8/roW57ZBMqigw/\neGmaj23s5+9/vj+eQH980yDXn99DZ0bj01uGOTBvLYnXWz9awPZ8yg2X0Q6DugMTVY9MQqNmRVN3\n03a54YJVaAqkdRlDVahbHh+7ZIBG08UPQg7M29z/1BirO5PcdGFvnJ7RdFxyyajgRiKa3MOxp9aH\nTnLzSY17n9gXT8oXxfmhw/COjM6DOyKhLWwWAoFAIDhZhNgWCFYwtuMxWEzQnVtFxYzKYGpWZCdp\n2B4P75zk+nXdqLJE2lCj7GpJYqHhYLohfgj3b9/P/3rZIE0nJN3yUueTGhIhjge1poehqwRWiKHK\nPPzcBKW6yw9/NcXdW0fjVJFa0+G+7Qdie8nh8XqLk+KOrEbFCilbLrmkSkoDW5eZq0fV8JIkxQLa\n8UIURWKmarNt10yUENKaSO+etfjpb6e5/JzueFL+k99M8/yBepz9DccWxodOcnfsnme2vhgZeFCc\na8pBT3at6XLb+/vZV7I4szsjbBYCgUAgOCmE2BYITlFOJvdYVmR+/OvIU2y5AdkkZA0ZJIm5usvW\ntV089uI0d1wyQNVySBsqZdMloUisyutMVaLM7JQW0nQl5uuRaM0Z8OqMTW+bgaooLDQiIfrIzgk+\ndGEve+dMhjpSTJQtZEnivu372XxmOwDbds1w+yX93Hn5UByvp0gQhCGGAg0nWmjUFQlVlpmoOLQl\nNTKGylTVZlXeoCNjMFWJGiLzCZmMocbLl0ktjK0sHVmDn/52mrP7Ik/6Wb15Bjsz5BIqnRmdf7N5\nkN6TSAw51nJgtekRhqBIEtmEhmn7nNefe0cyqAUCgUBweiDEtkBwinIyuceGKi/xFJfqNrYX8viu\nCf540wBzNYdb39+P7fkU0galmo2uSth+yGwtysxWCKk2wWsdRwLm6pFInqs7tKd12lMaJdPlunU9\nqFLIIy9EU+1v/3LpciRA2fSYqTo8sGMcgJsu7OH7L07zZ9etQZMhCKNpeT6pocigya2lRhVsL8AL\nYK5m05bW8IOAhKbyP3+xP7Z4/OkHR5lv2GSTKrM1my3ndnPvk/v52MZ+vrJ9b3w+d20Z5ivbD/Bn\n1685oTA+1nJgSlf5u1/ui5/znqtXH1EnLhAIBALB8RBiWyA4RTmZtAxVjnzbFcsjn1RRZYnxcpNb\nN/ZTbjj4Qcjf/PNe2lIqN67rppDWKVsu+aSK5/kkNJmZmkN/mwZIhAmVuXpkQ1nM8H7m9TkuXt2B\n74eoiky16fL5q0bR5ZC7tgyzYLqosgREjZXZhLrE25zSFfwgZKLcZLCgERJN7WVZQlWgJ6cREOK4\n0JNL4Ps+Ha0M7o6sge16bG0tXXbloq8LaYO5WpScosshm89sx3Y97t46Ggn1lMYPfjUVHXehecKl\nv2MtB5qOF+eEp3SFmuUShOFJTbWP98nEoT/LJzVMx6OYPnpduUAgEAhWNkJsCwSnKCebeywhYSgS\nmiwz33DoziXQFUjlDA6Umty9dZRS3aaQ1qm1Ktjnak26cglc16Mrq2M6IV4YRhPnlEZCA9uTmGsV\nzehKSDGjM1936MjopHXYW4qm3oulOgBD7QZjC01u3tC3JKFEkSVySRVVCVEkiXxKo9F0kdGYMiMb\niSSBIoGhKewtNbHdgLZ0gO2EFNIapu0hEaKrKpYbIMsSigS2H0X0WW7Iwzv3c/umAf768T3xfcsl\nj/0ydyKrTjGt83c/PTjZvmV9ZKE5kXgPgpBXpur8xbbdR/1k4vBPLW6+uJe/++m+U6a1USAQCAS/\nO4TYFghOUQaKSb5w9Sgz1SipY6A9ecSfkSSQZQnbC8hJUEhrzDdc2lIaMiEN12ehYVNI6Sw0XApp\nnUbTpSNjoBDSDGXKNYf2tEZSlWg6USTgVCVKI0moEvc9uZ8/vKiHdELH9UNsL0BG4qtPj9OWUuOo\nv2j67sTReO0ZjY9tHOCmC1bRW0igSrBg+YyXavQWs5RNl2wSikmFALBdj4YTsCqvsyqfYLZmoysy\n+ZzM/pJNCJTqURGOJEXT/qYXkFIlCimNBdPl45sGqTUdblnfG5fptB1HbJ/IqjPUkeJPrhxhz5y5\nJFnlRIJ4X8nk1en6MT+ZOPxTC8v1T6nWRoFAIBD87njn688EAsFJcWDe4i+3vcF92w/wF9t2s79k\nHfFnGk0PTYZcK+5PblWLh4AkS+STKvmkTkKT0BUJPwjIpzR++UaJA2WbmuWSS6hIoY8XgO2H+EHI\nqjYdSQLHh1s29JNJaMzXbeq2B8B3dk7yua2jXHdeNwA/fGmaB3aMY+hKXG9eNj3m6jZf2X4AgP72\nFDmDJTnbSTVk3vSRJJhrRPaQJ18pxdcXhFBqpYR0ZA10RSalSSRUOUpcaXrYQWT38IOQMAx5eOdU\nnBfeX0jS337s5cijWXUORW4tRn7/xej6yqZH10lE/k1XbVKH3IvDP5lY/NRi8WeLf1bECQoEAsHp\nh5hsCwSnKCfj2VZUlVcnK5y5Ko8mSzhelPKhSBKTlcjTnNRgbMHm/qfG2Xp2gXMHCox0ZVtxfCEz\ntdYkPAhx3QApCZNlh7a0jqFIJDWZoKVeV3emKZsOH7qol7lak7aUzt/85OBSoiwRe5z7Cgm+8UzU\nBLm/ZCEBugKKDKosEYSwYPoUMzoLDYfetiSu63Hx6g6qVjTBLtVt0gmVjozKV1qJJzXb5/FdM1x5\nbheOF9CW1qnbPr1tSb73/ARXntuF5fqc0ZVmTU/6uB7oE1l1giDE8/0lk3LlJCzV3TmDh5+biO/F\n4VGBh2d8m47HF69fI+IEBQKB4DREiG2B4BTlZDzbKQ1Wd+eZqth05Ax8xyNlqEDIUNGg4UDF9OjK\nGty1ZZha0wNCurI6QRgShFBMaehKiBPIqGqUDKLKkX86bahULZe2lEoxEy0tFtIa39s5wfrVRbSW\nj3lRiFZMlwefGY/9zaVWgojrB3z5sdf49zeMIgH5lMZCwyGXVJEl6MhoIEFGV9k3b9OZMQjDECSJ\nlKbwD0/up2x6cR38bD06DkRpJ488P8VHN/Ry8WgxnhQfWql+LG/2iSrK95VMfjtZ55Hnp+Lvfeqy\nIYY6jm/1GOpIceeWEWaqNmu600d4wVdSW+PJRFAKBAKB4NgIsS0QnKKcSAhCZLPQ1ZDOnEHNciO7\nR6uUxvUBQmp2gKGB1hrJypJE2bRJ6hoP7hgjAP6XzQP4QZSy4fkh7dnI453SVSpND8sNWJXTaUtp\nVC2Pmy7sZaxsUbddOjI6ZdOlK2sAIbdf0k93zsALAu64pB8vCNm2awY/CLH9qN3xUOtLR0YHQkIk\nLMenJ2fQ9ML4ZzIh157Xjd96nkM94odaMGRJ4pvPTnDL+t44dnDx04BjebNPJHoPtYMsPvZkbCQr\nSUyfiJOJoBQIBALBsRFiWyA4RZElieH2FBKR6AOOmCrqMtQdiVI9ysw21EjEViwXVdGZq9t0pA2m\nqjZqSzAumA62B7mkxG3v76fciLzeCQ2CMGqZ1FSdfFKl6UFSU2hLaXghpDQZ25UICenMGlRNF0MD\n3w9x/CD2Ti/mfffkjSXJICkdFkzwPB9VUSOfNZBQo3M7UPOQ8GhLaxTTGmEQsmB7dGV0ZuoO17y3\nm942g89eMcJCw6E9GyWsfOGqURZMh7u2DB+1Uv1kLDlHI5/UlthBBovJ/omGBwAAIABJREFUk7KR\nvFvT4MXjztbLdGa038lx3+q9EwgEAkGEENsCwSnMiaaKMzWXpKFFudWtOvSECiQ15usOndkEYwsW\nWUOlJ6/RcKBUjwSgabuULZ9tu2a456oBSg2JsunS22YQhNFz55MaAwUd04GZVu61KsP92w+wdW0X\n23bNcNW5Xf8/e28aJddZn/v+3j3WrrG7qie1ultSC9lgO7YxIOTpBISFEyywk8vCmASTYZ0LxAEC\nzlo3gZyVEa9zc1dygVxOQpJLwBA7h0NyDQYSYyAJxkZMxiGKCbZlza0eqqeadu3xvR/e6lK3xral\ntjW8vy8tlXdX7drVaj/1r+f/PDiWwDINTCHoKzgYAhZbEc12xO1bh3EtQxXWqP1K5lsJ/UWL4R6X\nmXpIlLHJOYKhosvkYhvbNKi1Qgqeg23Apx47yEIr5vatw/zD9yd486uG6ck53eQV21CLnYYBd2wb\nodGOWV/2up8GrDZG8VhaYcxbXr2ew/Ntso7J3+46xJtfOXxaG8mLNQ1ei8d9vtdOo9FoNAottjWa\nc5jTTRU916buh/TklAdaShvbFNTbofrqh+RdiziV1NopGdtgfclhthkSJpK+vMObrh7Cj5RQ78na\nTNdDyjkHpzPCjRJ44PEJ5v24a+G4Y9sI9+86xGwj4nPfm+Cu7RuZXGyzruRyZDEgiFLW92ZohUpd\n/9v+eV572SBIiWcL+gou0zWVSDJUcphcDLENh+/uqfLKzX3M1FRVu0gTMo7NG64cpL/g0mxH3PaK\nYb7671Ncf2k/SSqxDMHkYkDBszk422ZjX5brL6msmOieyJKzmulzOefwzHSTB5+Y6orNkmef8eu2\nVqzF467GzqTRaDSak6PFtkZzDnPatIwkoTfn0I6UwEqlEp/lnMP+2RblrE1v1qbaCAFBFEukKZCI\njmc6BJSHOuzcp5TKV92TtZlYDFjf47Lz6nXMNUMGii6LrRDPNrjz+jGq9YBKQWV3P7x7ml++cQyA\nREoWWhFDJZdqo8lL15f4wuMT3P7qYRqB8mMPFl3q7Qgra1PJq9KaV23uY7ahJuiT8236ig61VkC9\nrewpriUIwpjXXjbIVC2gnLP5xn9MccOl/RyY8xkrexji+IbHE3mo91abp50Cb+jL4ocx73rtBmp+\njIDuG4gzed3WirV43AvJf67RaDQvBlpsazTnMKebKiYIcg5EiZpMW4ZB3Y9xbIusbZLP2JiGpNwp\nuyl6NiKVVPLKZnLvY6qY5gOvHyNOYaEVMVp2CWI4shh04gFhrhnSV1BFOOWszcH5Nq5l0Jd3mK6H\n1NuqUl10IgILGTVN//vvT3DLVUMcmPPZurlM2Kk9B/UGoC/v4FlQrcc4jk2jrVop23GCYQpaQUwl\n7zLfUgL3i09M8YvXjvDPT07xmssGmW0EbL98kLofsaHiqeNz3qqm1quZAhtC4Lk2f/rVp7oC9kM7\nt5zx63YqzsTvvVSENFNTb4xOVISk0Wg0mhcWLbY1mnOY000VXctgoZUghEkYq2XDQqcxcX3ZxRSS\ndqRq10uezVStrYpaXINEwl3bN1Jrxywf1rZjEGlKf95RU+a8i2GoQhzLMpiqtQFYV3KIUyh6FgKo\n5B2aYcJQKUOrHeE6FleP9VBvKyG80IqwbZMwhvnOlDxjS/bNRVTyDqaQJFIV8ni2Sd2PKXgOJnKF\njcO1BNde0sf+aov1vRlm6m368hkaQcy6HlVis796eu/yaqfAmwcL/N7PX87h2QbFjMVcU30GcCoR\nfLrX7VSC+kx810tFSM/ne3XEn0aj0awNWmxrNOcxlgFBbDDfCNhQcWmFqsBmoOjiByGu4/CFxyf4\nuWvWEaVKxPYVHCwBT021yLkWAoljKvtJT1ZNvAeKDkJKyjmHjK2+1v0Qy3AAwVDJ5R9/NEW9nfCm\na4ZZlDGGIXjs6VluuLSfhXbMcEZ5m4NYct+3D3HHthEKGajWVc28BGbqMX15h2YQ4Tk2aQqxlNgS\nvvyjKQzgv/70GO/bMU61k/G92IqoBykP/HCyKyrfe9Mm8q7F4fk2EhX5t3xqPTGvvNyn83GfCNMw\n2PqyDTz6o2f48INPnZXlw1MJ6jPxXZ/J9+qIP41Go1kbtNjWaM5zbEMggGYIrilZV1JRf705h4Yf\n8lOjJSR0o/+SFL7+5BSXDpeYqgWs7/E4PK9STRb9iP6CSxglmKaJY6Q0Q4NqXS0sZm149KlZXjVe\nZnygwIa+LBMLvmpv/MEErxovM10PGO7xaLYj1vdmODzfZscVA0zXAwYKHkIAUnnDK3mbNJG0Y0nG\nAccUuJaBAHZeOUhfwSVJJXEi+dtdqo2yP2/zyzeOdX3UPVmbhZayxCwJxbtv3rxiau1HCfuqrRXi\n8bl6kY8V8GeyfHgqUXwmvusz+V4d8afRaDRrgxbbGs05ymo+1l8SVUNFh0jCxEJIf9FlpNelEUii\nFDZ2JrZzzaA7LX779WPMNVXqyFwzYHO/y3zr6HKkZxs0I8mcH1PJO3i2QZxIpv2Ia7dUaAUJm/qz\nLLRCDCH4wuMTXLelgmkIcq7JfDOgnHX4yNeOZmzfvnWYNFWPkXeVoD40r5Yhc7ZBmkqKWZVr/cyM\n3/2edUWXdhjz3h2bmK0r+8mxx7TCZIVQrPsR77lpE/uqLbKOyUO7p3nzK4fPSDwOFFYK2dWU25yM\nU4niM/F7L31vtRF1c7bPxjlpNBqN5vmjxbZGc46yqo/1hSCMYhzLIk0kRqca3TIM4jhmoOgQxpIg\nTCjnXHZeOUil4OLZ8K2fVJHAbS9fpxQwSsgrzzQcqUWUczbVRoBjCqI4Jpdx8KOADX1Zvv4fUxya\nD7hj2wjXbako33bWZk9H4D7wwyO893WbWPAjsq5JK4gxTWV9MU1TLV3mlaUln7N4djYgSlJuvWaY\naj0g71m0AmUm/8tvHuwK68VWyBs6S5djZY/7dx1ixzGtkovtmBHPXuH1PlPxaBqsqKZfTbnNyTil\noJZLr8RzZ2laf/mYh+/7Z++cNBqNRvO80WJbozlHWc3H+o4JcWIxVQ8ZLNhUcg4zjQC74JJ3LRaa\nEbmMTTNKCRJVfz5TDxjucXnTy9cx34qIpUSiJs1Lk/MD82ppsRVEBLHki09MdUtllopsfmq0h5et\nl/ztrkPceEmFBx6f5K7XbVwhcJNO0+SfPLSHJJV8cOdmbFMSpwZJKhFCkLXh28/M01vwsE0DS0hK\nWZWeUsnbuLbgtmuGyDomD++e5u3Xj/GZRw9wx7YRputK7PthzPt2jDNbD5Aov/cdr15/VsXjkcWg\nWwMP8M7XbDhtuc3JOJWF5cXyTuuIP41Go1kbtNjWaM5RVvOxfiI7y4apJEoFGQs2lF38COZaEUXP\nYb4ZUs7ZCCGY70T4HZxts643w5eemGSmEfEHbxpHIkg70X3DJYeJxZBK3iHn2t2J+GcePdAtsnnf\njnE++rBKvsg6JqahovqWT38NAbVWyLteu4HD820yJiy2BTN1tcRZcNRC5GWjvczWA/oKDvUgwbZM\nLFNgGwb/+KMpbrx0gGag4gUzFuy4YoBWGDNQcDk838a1DYoZyWd3HfVt9+acMxaPaSp5dmqRH+6b\nxbXEC2Kz0N5pjUajubDQYlujOUdZzcf6lgDThr6CS80PEZ7DkaYSyVnHYM9Mk7GyR9aGIIGcazHf\nDBnuzeCHEW/dNsJCK8KPVxoXWpGK4UtSJTgztkHGUl7v2U5te5LEvG3beqSE9b0uH7h5nForojdn\ns9AM6cnazLdCCp5NtR7y4BNTtNu9/NRYb1e0NiNBtaEm7oWMwb6qz/reDH4YE8Ypf/PoARZaMa+7\nXLDoS+7bdZhfvXEUKaERJBQ9p3vOX/jhEe7avpEDc/4pbR7PJeJuX7XFoh/x8W/soydrcfvWYTKW\nwciyKvizzcXinU5TyVMTi/zLk1MUMiY9nsVIRccNajSaCw8ttjWac5TVfKxvCqgHdJocXVwbejwT\nIaDWTtlQ8XAtg6laQMFzWfQjKnmXKE5wLYvZVkR/wcEylfjpK7jdqvQn9s3zmssGmawFAPz1IwdX\nLDvet+tw989HFgL6Cw6tKMWPAnpyNkuayRDw8O5p3vKqYXKuQY8HUio7S6Xgsq7kqAbL2MIwIhzT\nIGMJPMfijVcP0ZdzmKm3iRI6C5gWn3p0XzeZ5M7rx2gEMW98+Trufewgs40IOLnN47nYNCYW2gRx\nSpJKZhsR9+06zDuuH2XTGk6aLxbv9LGvw+1bh4kleoqv0WguOLTY1mheZM6kTMQw1OJepaDsIkXP\nwrNNHFP9d9sUpFJNtYsCBgoO1YY6zjTBNVXBzPf31LtV6f2dSvbtlw/SDiNSKVnfk+HXX7eJRT+i\nN2tjCI7zUZvG0XSUaj3kod3TLLRi7rxuPXdsG+HAnM8VwxnmWnRtJGmaEEQmhi2ZqgVEiURKSZBK\n9s+qCfWnHz3AjisGeKgj2JMk4Td2jDPTmbAbQnaq32MWOk2Tx06El1/jOJGrtmkUPeuo/7zztb/g\nnPDYs/X6Xize6WPtMq0w0ZYZjUZzQaLFtkbzInMmC3HtGFwLiAWFjEXNj3FMh+lmRClrq0mwDZ7l\n0Ipguq6iAZ+dXGR8sESQQCXn0L+lj5m6sn5YBpQySrCnto1rpspSksQEUcreaouXDuXY3J9jph5w\n5w1juIbkH/99mpetL+FagqyjfN6lnE3WMrrT8SRVHvOCayAlzDZi+osmKQLPMRjuUdP3UsamkLGo\nt2PuvGGMe7911Ct+1/aNfOThoy2J73/9OB/+0tNdm4dnmwz3ZDAF7Nozx2DRRQL3dK7x27atX7VN\no8ezmFjwu7GDKvc7XXHM6cT0C7nwuHQuM42FbvTfuWrLONYuk3XMC9Yyo9FoLm602NZoXmTOZCHO\nNSFeqf3I2JBKm2pn8jsXxiy2UywD+gsus/WAzUMlkLKbQJKzIckpa4dddCkXTBaaqkxGGAIpJf/z\nu0eYaURq+fC69QSxJOsYmAKaEVwx2oNlKGFXb8fkPQtbCPbN+fzddyYAePnIZjwbpLS70+2iC41Q\npQ/GqaQv51BthtTbMVnHxEKy44oBgihlfW+GOEm4a/tGJco9VWiz3ObxqzeOIQT8wYNHBe4vXT/a\nvcYP7Z7mPTdtwg+T09o0RipZGmHK01MNso7JZx49wLu3b1pxzOnE9Au58Hg+tUBu6MvyoZ2XMLHQ\nXuHZ1mg0mgsNLbY1mheZky3ErcZ+EKWSOBW0Y0m9rarPBVDz1RQ2TWJM0yJJAyp5lziOqeQcwjil\n3o7pzamq9Kxtr7jfai0hwcCxBAMFh8nFtirCaSgBX/cjip7VtatEsUoGmakHlPMu1Xqb+WbKw7un\n2XHFAKCsHUsIof4eJRI/EjTbKmowTRNSIOfaJKlqvfz8D47w6s1lCp5FtXHUnnLX6zZyYFYtVC6/\nfvmMqm1fLnCLntU9ZqEVU8xYXDVaOu1rYwjBFaM9FHMZDs82ePf2TceJ89OJ6Rdy4fF8SjIxhOCS\n4RLXX/USZmZmiKLoxT4ljUajWRO02NZoXmROthC3r9rini+fekoZJQI/THBtk0JGidFyzqaSd5ip\nh/TmHBZbqnXRs2GylVL0LGbqbQaKLqYhmapFDOQtllep9GQNFnyo+zH5jI1pGERxihDwwA8muPXl\n60iQpKkglhI/kthWSpikzDUCerMus82QX7h2FNcSvPM1Gyh5NkJI2iHMNdS5NdsRjmUTJhIzSan7\nMeuKBm0pMQQUPJuffmkfeddi0Q9ZV8rwxquGCJMUQ0DWMY+LG6z5IUG80mfd41nPe+nQNAy2vmzD\nSQXh6cT0C7nweLEkmWg0Gs35hBbbGs2LzMkW4iYWVk5nJ+bbxx2TdyFKTCYX1WLjaK/DXDMmSU3V\nHhlJ4hRsA1qhxHMsZpshI2WPTz1ygJ1XD5J1TQ4uRPTmnK6Xet9cJ47Ps4gSiWWoaXTNT7jtFcOY\nAvZMqabI7+6Z4+dfOUwzTMjYJkkq+cy3D3ZLcGzT4DUv7WPXnjmytkXOAZl3qPkR+YzNbCOkknOo\ntyN6so56IFT0oCnUkuJHvroXgHdcP0pP1ub/+fpe7rxuPa4lKGVt0lRZV5JUFfAAK6wiS5FyazHl\nPZ2YfiEXHs+krl2j0Wg0a4MW2xrNOcpy64NpCIre8f9cZafURnT+DODaJvPNCNt0usNqgapjX+hM\nuZM44ZduHGO+qfzOmwccZhtQD1IyLoz0OASxREpBO1TlONWGqmn/xn9M8arxXsb7c0zXAm59xTD/\n8P0Jnpnxu1F8N15S6SaVvOOGMb75kyrlnEO1EVH0bJWQEqUUPRjrtakHEtM0mGuG9Bdc/DCmnLOp\n+SFhop7YUhKIlJK7tm9kuh4w0CnoWd+boZy1+cjX9h69Xqu0ipwp51J6yJnUtWs0Go1mbdBiW6M5\nR+nxrBX2CMuAvTPNFd5tKcEyoCenov9MwwEJjimQEqqNkIGCCwLmmiG9ORXb5zgmUkpKGZs91RZR\ndNRuIFDNlM9WfUbLWb7+5AzbX9ZHX95lrhly40sH8GzRbaGs+yE3XznIjUFCT9bGNiXj/Tlm6wF3\nXj/GAz84KsT/60+P0QwlNT+inFfCOYgFjglzzc73G1DM2EzVQvoKDr2W4BevHaGcswmjhIxjdkV5\nrR0zUs7g2Qaf/94Eb3nVMH6UsLk/94JOdc8kvlGj0Wg0FzbGi30CGo3mxIxUsmweyFHJqVznT37r\nIB/+0tPsq7a6xwih0kgW/YhKzgYJs82QvGfjhxH9BRc6UXW9OYeFZkSSQpxIqo2IuZaK+2vHanrs\nWkogHlkIWd/rkbHgDVcNEaeQSGUnMQ3BbCOkr+jQDiIsy6QVJJRzNtVGyH9OtphcbGMY0I4TnplR\nE9aZRoRlqKXHpemza8FkLSRK4ZGfVKn5ETONkCiVWKZKQZGp5LPfPsTHvrYX0zT42u4pyjmVq13y\nbBxT1dBv3VzGj9Qbk2LGfEHF7lIKyCf+Zf9xr5FGo9FoLm6e82T74MGDHD58mG3btq3F+byotNtt\nbNvGss79gb9hGHie92KfxqoQQtBqtc6bawvnxvVNkhTDUL7t+3Yd7t4+Uw8xDIPpWsBwUUXvDeZt\nUgTVRkipk5VdzltECdSDBM8wVIV6ziZjQ5wK5pox63szNPwIiSBOlb9bCOgvOBxZDDAKLp4lOOzH\nFDyLfMZmvhky2mvTDAXzQcRA0caQkkY77r4xKHoWOcdkph6ssML4YYJlmPTnHaJEMtdQKSS1VsTP\nvWKYOJXMNUIcz8A21HLi3/9AxQaahqA36/C6yweZaYQUMxY1P+x6tH/x2lEWWxEDRZdN63pwztLP\nmhCCxVqdp4/UODTXoujZ9OZsNq/rwTTUvGKmsbDCX19tRFw+9uL9/JwLP7+rQf9uWFv09V1b9PVd\nO8QF9sngqn86Dhw4wB133METTzyBEIJGo8HnP/95/umf/om//uu/XstzfMHIZDLU6/XzIoLK884f\nT6Zt2/T09NBsNs+LawvnxvXdO9Pkw196mtu3Dq/0bmcs/uiLPyFJJff8b5spZWG2IVbkVqcS5lqS\nIIopeDaNdtS1mjimQ8GRbOjLMtvJ4s7aKtkkSSWpBMeUrCu5LLQi8hmL8f4s1UZI1jUByZ//80He\nfv0Y//ijKW66fAA/SjrV8KK7qPjQj6a49eXr+LXtG2m0Y1WyYwqKHtRaAplKJBAlKeW8DWlKKgwQ\nECYp3/hxlZof8/brx3h2pknWMUllynRdNU1WGyH/87sT3esyUw+6FfIf3GmcNQ+1bdvsrS7yRw/+\nZEW1eJSk3cfoz9srWybz9ov683Mu/PyuBv27YW3R13dt0dd37bCPiaM931m12H7nO9/JLbfcwiOP\nPEKlUgFgx44d3H333Wt2chrNxcxSZvJSTbljGWyoeMx1lhpBebbnWyBkwrqSix+l7GvGVPIOGVtQ\nb0viVFLybKZqSlhbQlILBWkS09fJxhbCJdtpIV9atjyyGHRtGmkq6c/bBIk64h03jBHHMXdeP8Zc\nM2Sg6OBaBg/vnuLS4RKtMOFN1wxz76MHukU4t28d5qqRDAstVV6TdMp4HNMAJKkw+NS3DtDrWbzp\nmmGufUmFoZLL//eDCfZ0rCjvfM0G+vIu9z56gFuuGuRdr91AK0jozdl8+tGDwNnPl06SlP3T9VNW\ni7+Q8X4ajUajOb9Ytdj+7ne/y5e//GUMw+iO90ulEouLi2t2chrNxcSxS3Ylz+74o1VN+d03b2ZT\nR9wtTVH9QCIQVFsJRc/ANlViR86GxbYgawtMIZisBSrlI4jAtcnZkraweGa6xeaBLFJKam11vxkL\nmqE6J9syiFOJEILDc22GSi6FjMVsI6ToWSQyBSQZUzBdD7jxpQPU/Ij+osNso80d20ZoBDHtKOWh\n3dM4okKlmGO2ETJUchEon3df3sEQktdc2seGviyNdkQqJXGasm+23X3Og0WXVKbcsW2EuWaEKQTD\nPQ7tCBZacfe4knd2piJpKvnxxAKtMD5ltfiZJpKkqeTgXItFP6bmxwz3Ztiolyw1Go3mgmDVYntw\ncJBnnnmGSy65pHvbk08+ydjY2JqcmEZzsXFs1fb//l/GuukaWcekFSoxuXyKmgpBwYVUOl0bSbMd\nk6QWlnF0euxZBqkEP5ZkHJisxfR6Fhv7ssw3Q0pZh3pb5V37kWSxFTFYckkTSbUZMVR06C+6zLUi\nerI260o2QSyoNlQz5WS9TZTQ9VDffMUArmXgWAa9hglZh1uuHKSvqCwrs8uet0rVVmJ5tOIhpOTr\nT86wb7bNndet716DjZUsG/qyfG/PHIvtBD9KSKVkuq4mzie6VmfKvmqLp6YaPPLULG/bth6Acs6h\nnD271eL7Z1s8M91cYYs5l6vWNRqNRrN6Vi22f/M3f5OdO3fy27/928RxzP33388999zDb/3Wb63l\n+Wk0Fw3HVm27tsnnvnmgK77et2Oc/5yo0wxjyjmHreO9HJ6t40fKluHZBgJohSmmKbFswVDJZsGX\ntGNJXoBtqMRtgHYKWVvZTPryIKWjsquLLpv6HBZ8FR3YV3D51lNVXjJUoOg5LLYiEs9iutamlDE7\n5ysYKDpkLKFEdcEhCGNMJG1pMNcIEEDWBj+CvGsSJTDfUhF+cRzztSdn+C+XVih6DtdtqbDzapv7\nvn2oa0N5z+s2AeA6Jp975OAK/zSwQqh+aOeWs/KaTCy0yTomC62Yzzx2qHvfY31nLoKXf5IRJ8qa\ncr5UrWs0Go1m9axabP/Kr/wKlUqFT3ziE4yOjnLvvffyh3/4h9x2221reX4azUXDsVXbtrlyWjux\n4PO/vneEt7xqmD//5/18cOcWhIR8RkX21Q3lyx4ouhRU3DaLbcmiHzFYtIlTaEcpeQ/sTqzebCPm\nS09MseX1Kz+hmm3EWJZFJad+RYwPFqjkVeV7xrSJpSBjm2RdlYttGcpKMb0Y0JuzmW9GFDyLOIU4\njunN2hyY88k4LhKQqGr53qyDY0KcmNywpULRU0U29+06TE/W4uYrBrrXZNEP2VdtkbGMbv74WNnj\n/l2HSIHbtw7j2SbrezNnzTNd9Cy++MMjZz2/O00lP5ls8CcP7SFJJW/btp6sY+qqdY1Go7kAeU5Z\nNbfeeiu33nrrWp2LRnNRc+ySnSngc9/bu2KCm6QSP0q6k88NFYtGG9oxzNYDhntcEgn750OKGRvT\ngOEeBz+UzLdCKgUHU8BUPWRdKUMrTHnHDWOkqcQyBJW80/VjW0anUdIxWVdyMAT4oZqSN4OISs6h\n0Y6wszblnEOSSqQQGEJQylostiK+9MQUb79+lM88epCbLh+gWkswDBUJWCm45BxoR1DzI6JOnrYB\n3LV9I4fn2wyVMkws+BhC8MUnpnjzK4fp9Uz68g5zzQjbENx5/Rh7ZpqM9Hpcui5/Vn3OPZ7FjisG\nusVCriXYV22tXISUrLrQZmmaXW/H7K22upPsh3ZP88s3jPKemzZR73i29ZKlRqPRXBisWmy/973v\n5a1vfSvXXXdd97bHHnuMz33uc3zkIx9Zk5PTaC4mjl2yS6Xk/a8fX5FKsrSct7QEaArZKalJ8RyD\nKIFqQy1DejYcmA3oL7r0ZARCONT8kHLOYbTsMd9ULY6OqZYpqx2Rva7kECUwXQspekqw75tt49kG\nOcfEtpR1JE5T1eoYS2YaIRlLifWFVkjWsaj5CTuuGKDZjrrxgCUvQz04+pylhKwD0zKlL+/wmkv7\nWN+b4W93HWKhFfO+HeP8r+8dWTHt9cOYaiOkFSrPtmsJHnh8kl+98ezvj4xUsjTClKenGgAcWWxz\n72OHV/iqBazw2p/Ka73ky3/j1YMrJtkLrZisY3UXYDUajUZz4bDqBsn777+fV77ylStue8UrXsF9\n99131k9Ko9EAEprtGFNAb87mlisHef/rx0ml5Patw/zNI/sJY1WtvtiKyLk2BRf68i4ztYBmCCNl\nl7wjSQGj0zbZjlMcUzDSayMQTNVCJJC1BZZhMLEQkEgY6nGwjVSV5hQzCASubRHFCb05h7of02jH\nCEMgAM+x+Pp/THWntSXPYrgng+dauLZBMWMhAds8Wi8fxODa0JN1mWtGjFY8PNvgZ39qkPftGOdf\nnpziLa8a5rZrhviNHeOYAnKumhEUMurrF5+YUoU5UXLC5sY0leydabJrzxx7Z5qkUh53zMkwhMoN\nf+DxSe7bdZj5Vnycr/pYr/10LTjp/S0dm3VMHu5EOt52zRB337xZT7I1Go3mAmXVk20hBGmn9nmJ\nJEmOu02j0ZyeY2P+TmQ92FttsdiOVyz+vfemTfzddya6x5gm2Ab0FRxAMu9D3Y8YKLm02hGOYdMI\noB2qFJFKTkXi+ZFkqqbaGwdLDn47JuPY3UQTx4TDc2oqnsSq9TFOJQjoy1vdpUzXsboZ380w5aoN\nveQzVmcRU/LMdJMHHp+kkrd5+3Wj1PwEYZjMN0MGii45W7LQUv4jMtaDAAAgAElEQVRxyxTqzUXG\n6jRNSq6/tJ9GO8Y2BZ969AALrZj/9sYtDBRdJhfbDBRcXnNpH0M9Ln/3ncPc9vJ1x02Vj015eS4p\nH2kqKWas7gT6ZL7q1Xqtl3z5D+2e5uYrBvBsky2Due7rv5qfixeKc+lcNBqN5nxm1WL7xhtv5Hd+\n53f44z/+YwzDIE1Tfu/3fo8bb7xxLc9Po7kgWY0AnJj3u4U2S9F3pWXCzzQEUQSeBWEiaIcRGccm\n6RTG9OZsHFPSjsGPUuwwpS9nUA9goak8066lpuJZ12amHtKbU1XvppD0dqbP5ZyDtezvAofFlqp+\nX2iFtMKU7+yZ4rotFSxDkErJXMevveOKAUDF+hUzFs0w4Qs/mOCWq4aoNkIiz6YdRuRdiySVhHHK\nPzx+hIVWzO1bh7lv12HuvG6Eex871L0uS2U7y+0lt28dZqEVU8hYpFKuEIUnmjyvVmzvq7b4m0f2\nL3sNvBOW15zothOJ1ROV3yw/1zN5Y3C2OZfORaPRaM5nVi22P/rRj7Jz507WrVvHhg0bOHDgAOvW\nrePBBx9cy/PTaC5IViMAC57FQivm/u+oCvJff91GhFDLgwfmfDVlNVWD5NJEOmtDw1busMVWTNa1\nEEKJJdOAVgSWIVnX4yoLCCaeY5O1JOWc8nRbhsNMPaLk2fQVHAwpCVPBfFNNug/P1hkuF5ipB6zr\ncclHKf/l0j7KeQc/iHAtk8mFgJ+9chDTgLdfN8Jg0eXIQpuhks2t1wx3zzeIYnqydje6sJCxufXq\nIdpx2vWoDxyT0lLIWMw3w24NfG/OpuZH/MK29d3EkuXX8tiUl+eS8jGx0GamEXH/dw4D0HvDKKNl\nj63jvStE8okKbU4mVk9VfnMmbwzONufSuWg0Gs35zKrF9sjICI8//jjf+c53OHToEKOjo2zduhXD\nWLXtW6PRdBgorBSAAycQgMsj7rKOScYymFgM+Pz3J3j95SohI0rAc1C16zUlfnOuEqP9BQeBpKOX\ncEyDZjsin7HxI0kzTMk4Fn4YIYRNEMUUPYdqNylE0gxhrhEyWnbp7zzGcKVA1oZNFZdnZwOKngVI\n5hoBX3xiijddPchIealWHr7yoyluvKTCA49P8sGdm7FN6M2p1JNK3sEyYa4ZUfBsHnhcWWTecNUQ\nt1w5yFApg5TpigjEQ/MqnaQZJjy8e7q7fDlW9vjbXYd48yuHV4jCM6lSL3orP0nIuiYf/tLTq5ry\nPh+xeiZvDM4259K5aDQazfnMc4r+MwyDa6+9dq3ORaM573i+vlbLYIWQNk/wLZZJN+KunLOxTBgo\nuium3Vs3jTPbgOrSZNuS+JFqZQwTSd4RWJ21Ctm5LZFgkKjbUoltWVhIXNtiph4wWFKxg/tnla+6\nnLVohrDQUn9fbIVIz6bTZ8Ph+TYbKh6WELzhykEKmaNZ2cvrzQFMoXzmUaJEnJTqHJphSjMM2Dfb\nJkkl/+Mb+/jQzi1s6s+xd6Z5XATiQ7uneeNVg9yxbVTFD5qim2ByrCg8VZX66V6/Hs9a8Tq1gvis\nCOeTPe6ZvDE425xL56LRaDTnM6cU2y972cv48Y9/DMDo6CjiJCLiwIEDZ//MNJrzgH3VFvd8+bn7\nWicWA+7bdbj793e+ZgMbjmklnK5FNIKjteTNwGC07PHbt2xhYt6n4Nkkycr7nfdTLMOgnFf+astw\nyDpgGqr5seg5zDVVBvdAwSSRgpYfYXo2882QvryDgfJF9xXUoqRlm7QjSW/WJko6FfASEimwDaGE\ntqF+N6zvcfl/v3mgWzLjWAblnMNnHlW/I/71x1VuuLQPydGadmEI5RM3BG/bth7TEPR4dlfcLRd9\nhYzFp791gNlGxGe+fZi7b97MVWMV9lVbvPmVw89ZFJ7OlzxSybLgq6jBJJXd5JMl4RzHKU9PN7ui\nectQDqvzad+xYnW07LF3Rh1b8uxuoc3yxz3VG4MXmnPpXDQajeZ85pRi+6/+6q+6f/7sZz+75iej\n0ZxvTCy0V1gFJubbqxInq/mIvjfn8MlvHRVkd23fyIFZn6xrMlL22NCXpVqrYxrg2YZqYhQm7Sil\n3o7oLyjBTdbBQOI5yl7Sk3MIoxjTsFhohZSyDu0wZqjk0I5hclF5s9thjGspi0giRddnPdJrU/MT\nImERpxLTMLAMSZzAo09VuWPbCAutiIGiy0y9TbMdcse2ERb9iKElkZqkGIbANpbSVDJM1wLKOZuv\n/Nskb3z5uu6Eebno+8G++a5tJOuYtML4jETh6aweaaKu/T/9aIqbLh/gxksqvGQg1xXOzSDhIw8/\n232NPnDzOJcNF48772MbI2+7Zuii90OnqeSpI4t8+5lZKjmLDRVPp51oNJoLklOK7RtuuAFQEX+f\n/OQn+cu//EtcV/v2NJoljvX0Kv/y6VnNR/Sb+jx+Y4cqtVkSoVs3l/GjtFvXbgtwLSh4Nn6o2hmX\nhK5M0xUe7HaoKtQtA2zXJJWSwYJNM0wZKprM+0ftKDJNcCyTOJEsyZ+ldOrZRozn2ix2bCV1P+Qf\nfjDJz1w5yMaBAggwDaj7IWEMi37EhorFDZdU+O6eOQqeQ70dU/RsgiSlGSS4lkU5Z1Nvx9x4aR+e\nbRyXKgLQm3X483/e373ed9+8+YTHrZbTvel5errJoXl/hcBvRwkH53w+/KWnuePV648RzSGXDR//\nOPtnWzw11egeq6vZddqJRqO5eFiVMjBNk69+9at6GVKjOYZjPb09qxTbx7VFppK91eYKD+/eqs+9\njx7gLa9ez4E5n62byzy0e5obL6kcnYb2WbR95YWWwiDu1K6bAoRhsNAI2VhxqQfQilLyno1rSVoh\n2Kbgc9+b4JkZn//zzZuxDOjJ2sw2QgaKDnOdBcYwUWkng0XVShnFJrONkJJn45pAxuZt145S9yN6\nOokmfXmXT33rADONqDuVf/JwnYLnMN8MKGcdEiRpCo1QYltgLyWmhCl/9a/7edf2TSuuz/7ZFu0o\nXpHG8jePrDzuuXK6Nz1TtQBDiBVZ58tbPcs5e1WieaoWrBDYD++e5gM3j1Pz44vWD63TTjQazcXC\nqhck3//+9/O7v/u7/P7v/z62ba/lOWk05w0jlSyxpCvWRiqrF03Ll+RO5OGdqgXMNCLmmxEPPjG1\nYtlwSdgFUYJtqGbIuVZE0bMYKDp4FuyfV4LYjyCMY/oLLtM1NbkuZeDgfMCt1wx3WhclcSq6U/Gc\nJTELylYy21Df4wcRYNPrCTK2TZQKpushRc+h7ithPt8K6ck6lLImb79+rGsN+fK/TXLdlgrDRYdy\n1kEIkKmg3o7oyztYhuS/f+VZbrtmiAcenwRgYr7dva4SuKdTcw50jwE4POez8XkWrpzOgjJYdFfk\nbI/35/j0tw7wjhvGMA3Bl/9tkru2b2TRjxgsZtg8kGV/tcmiH1PzY4Z7M2zsyzJYdPmH70907+eS\nwTyXrstf1LYJnXai0WguFlYttv/sz/6MyclJ/vRP/5T+/n6EUK1vQgi9IKm5aDkTv/Dyj9FP5OFd\nypd+aPc0t28dxjYElYJqhnzvTZswO/XriYQgluQdo1u3PlB0uWTQZqYuVniwe3MOtqnytsMEMjZs\n7Mvy5JGAgYLLcMnBjyX75iL6Cg4ZU1JwTaJE0ookvTmohYLZurrPgaJNta5i+6I0pZJ3mK4FTCxI\nRno97v/O0USSn7nSIk6hEcREiaQn5+CYgoYfESTpytSSTv36fY+o1JVfun602+C49N+X7tdzzeOy\ntZdzJk2IedfgzuvHmKkH9Bc8vvD4BDONiMVW1J2I92RtrhorYQjB3pkmz0w3V0zCP7hzCxv7srxr\n+yama8GKxsizyfLnOdTjMVbOnNNifkNflg+98RJmm3HXs63RaDQXIqsW23pBUqM5uyz/GP1EHt5U\npvz66zay6McUPQs/iPn0owdUZvW/HsA0BPf8/DiNADKWYDGU9OToTrDBxbMl60ou1UZILmORsQQC\nlYbSX3B55D+rrK/keemASy2EqVpIf9FlpNfBFFALBPUgoa9g0eOZtCNYaKpjFlshxazDYNFmph5h\nWyakkvlWDKja+Lu2b2S+FZGkklYQ89BPZvnZq4aI0xgBBHFKX8ElboX8wrb1GAJuu2aI8f4sn370\nIKDefCx54x/aPc0vXTfKu167gZqv7qMVxMSJPKnYPhNv8OGFgGaQUM7ZfPwb+7r30ZtzTvgma6oW\n0AqTE9oj1jrZ43zzQBtCcMm6Ev39/czMzBBF0Yt9ShqNRrMmrFpsX3vttfzRH/0R999/PxMTEwwP\nD/PWt76VD33oQ2t5fhrNBcvyj9FP5OH95n9W+fRjh3jbtvV8/Ov7VthIgK6gE0CUqkp2P4I0TRgo\nusw1Qsp5h5ofkcvY5BxBKmFyUVk9HFPy8k0V5pshQSowOvF7cZISmQaRhGYQMVBQYr3oWbgmrO91\nODQfUvRsHAOaocSPJa4j+PsfHGHr5jIAGcfk3scO8sarBinmbKI45bZXqPbInqwDSAZLLnONgEre\nZWIhYMGP2VDxmG+GLHREu2kIPNvggzu3MDHfZq6lHrvejsk6Jv/4o2nevX3TSa/zmXiDB4suC62I\nr/zbJL+2fSPzzYihkor4O9nx9Xb8otgjtAdao9Fozk1WLbbf/e5385Of/ISPfexjbNiwgf3793PP\nPfdw+PBhPvnJT67lOWo0FyQnWs5b/rF/pbDSRuJaBv0F5SEGJULhaEoIqLKcJDWYbYT05myklPQX\nbKIEDs0re8lQyWGmHpKxlOA1DYHkqHhfulO5ZE+RkkreodoIsc2jzY+7D8yzoT9PPmPR49kstiJu\nuXodlgAE5FyThVbMpx491C2j6S/Y9GYdkiQBw+JIx/Ly8L9P8fjBBqYheN+Ocb70xFTX3zxW9qi1\nY8o5B88x8ByVvLJlMEfNj3n39k2nXDB8Lt7gYy0noxWPVKa88Zp1zNZDKnmbYsbEMowT2lPUawjv\nuWkT9Y5n+4VaftQeaI1Gozk3EVJKefrDoFKpsGfPHnp6erq3zc3N8ZKXvIS5ubk1O8EXmvPl40zP\n8/B9/8U+jVVh2/Z591HxuXB9n5mqUW+n3QbJQsbAMU3m/Zi6H7OuJ0PBTZiuQ81Xi4oLnQXFZjsi\nm7Ewhfq4Pk1TUoxuqohlwpHFkN6sjWuqRcdy3mGxk7udtSRBIvCjlEaghG7dj8g4JnnXwI8k882I\nkmdjGpBIyWJLvbZBrH6ljPZmODjfxrEMwjjlod3TvGf7GPWAbmZ33oHDCyEFz2G2ERAlktEeFz+W\n3cSRh3dP844bxvi/v/rs87JIpFKyr9o66Zua5eydaR5nxXjJUJEDc20OzzYYKDiMlj0OzvnU2zEf\n+9rec8a2sfx5ng+ebdC/G9YafX3XFn19146la3uhsOosv6GhIVqt1orbfN9n3bp1Z/2kNJoLnTSV\n7J1psmvPHHtnmqQneM8bxhLLNDAEWKZBK0j4gwef5iNffZZPPXqQdqTqI01jaVFS0pdXgjuXsTAQ\nzDYjEgl+uHSsmmJX6yHFjMUXf3iE/+uhZ9kyaHcn2QAIwWQtwLEMspaBa0EuY7PQjAhicDveb8cS\nSAmLrZii51DOOawrujy0e5ojnZbMdpRgGoI3Xj1E3Jmeu5aKJ5xvqUZKQ4BjCvryDp//wRHu33WI\nsbJHK0zYccUAix3fNxwtD9q1Z4791SbPnuI6pqlk/yqFNpzYimEaBpdtGKCYsdg/6/OTyQYf/tLT\n7K22jjv2xWRpWXfb5jIvGymf80Jbo9FoLhZWbSN5+9vfzs/8zM/wnve8h5GREQ4ePMjHP/5x7rzz\nTr7xjW90j9u+ffuanKhGcyGxmmU2IQw++tVlDZKv23icuOvPu9gm9BcckkTSjiVSKmtJxoZCRuVm\n9xccQNlMpIR2lOI58NOX9vFzOYd6WwKSdSWHdiw52FBe7bwjmW+m5FMlXE1D4FrgR0rcpxKagSqo\nsTpv3T/12EEWWjH9HVuDIQT37TpMT9bil64fY7YRMFhysYTEMkVXgOddg8layE+Nlhjvz/GZR4/m\ndL//9eMrLBI51+RjX9vL27atPy75Y/l1fK5LgyezYnz3xwePa3/UxTQajUajWQ2rFtuf+MQnALjn\nnntW3P4Xf/EX/MVf/AUAQgieffbZs3h6Gs2FyWqW2ep+1PUtZx0TQ6yMvOsrOFRrIdJwmKkFbO53\nWWzTEa8CQ0AxA56lBPSiH9GTVbYP2zJwLQM7ZzPbDBnuUZGAUXx0MhylEj8WbBl0qPlgGIJESoIY\nojimkncwkdiWyVwzZKDgYBmCW64cpL/o8r1nqrzlVcOkUvK+HeMsNEOCKGKw6OKHKfV2TG/WZqik\nbC2f+NYEsw31UexbXz3MTZcP4FgGY2WPxVa44lpM19UU+WTJH8/lOi/nWB/9aNnjqSOLHFnwj0uO\nWfLSe7bJ+hfQm63RaDSa84tVi+29e/eu5XloNBcsJ1qkW80ym2ObfO6bB7rH3Hnd+hXtic12RCmr\nmh77iy7T9RjHtrBMgWVAlMBUTfmqy1mBaThdr/SGXptaAPPNiMGCQ5qCH0lqfkQl75CxBJYhiGLJ\nobkE17aYbai4wHYYY5oGOUfghyqxpJxzaIcJrSgh55gUXJOXb6ow1wwRCD7z6AF+/XWbqAcJCy0l\n+oWwmW+px5utr0wfWWpt/NDOLQBUmxGf+97RCfbtW1Un+qmmy2kqO57y1U+fj81NX/Jw37V944rk\nmPe/fpx6O37Oud0ajUajufhYtdjWaDTPjxNZGTaepiYclOXj9q3DBFHKSDmDZQhqfsR4f46ZekBv\nTllDUglRkpLLqGi+IBQkKdi2ug/HEiz4ktlGyLqSQ5TCoYWIoueAgDCFwYIkrIuuzWTJ2lFvRxSy\nDg1f2UpsE757YIFXjVdY9FNanaKc/dUWrm3w8O5pfvG6UTb05RhdtrD37u2bGKlkOVitYQobP1KT\n7f6Cw3wzpJixufO6EYSAvrxLK4z50M4tbOjL8t1n53lo93R3sj1a9qj7EbddM8T6Hvek13H/bGtF\n++Mlg/nnPH1emox/uRP9t9iKGCpl2DKUwzJWvfKi0Wg0mosY/X8LjWaNOZGVwRCCjRU14Z6qBeyv\nto5b7rNMNS1NpGSmHuJagmaYMlNX9zffDMk5sKnikHMMogT2zwZkHJuSC0GkFh5TCaWMihKcXAwx\nBJQyJhkbyjmHmh8SpwLRaaSUgGsZpBJiCTKV9OZsDAETCwFbX9LH5GJAvR2Rd21qfshYn4drGfzs\nlYM4lmpSBI57jn7ciRmUkjhVz6s35zDdCAnilAd/OIlrG7xiYy+b+nMYQnSyrmPu/85hHnxiitlG\nyKcePcSDT0whhNFdClw6fvl1n2lE3P+dwzzw+CSLfvScJ9BLn0DsmfH5H9/Yx8a+LC8bLpwVob2a\nJVmNRqPRnP/oybZGs8aczDJyuuU9x4ShUoZqpxrdDxMGiy4GsG/WV4keJtR8JapbQUyl4DLfCgEb\n2xSsLzmEKTxbDekrugwUbFIJ1WZMv2ESxzElz2FiPiLj2KRSYggYKllUG0r8OZagHSnPd3/RxUTi\n2Aa9WRsBLPoxWcfCNKCcd6nWlRj+4M4tCFj5HG8ZJ0nBtUwMVKSgQPKVH011/drH+qqX+6hzrslc\nI+S2a4bIOiatMF71dR8ouOydaT6n2vbRssfdP7OZmVpA0bOIk5Q4Tc+K2D7fGh81Go1G8/zQYluj\nWWNOVF4DJ1/ei+OUp6eb3XQPACklrTDh609Oces1w51FRYkpIJGw0IooehaOCZcM2kwuQs4BPxI0\n2hF9BZdqPaAv7+Iu+1cvhEBKyfqyzWxDWUgAWiFq6bHoYgiJbcJIr0MzVP7pSt7BDyI8x6bgWggB\nlbzDw/8+xQ2X9q+Iwlv+HKNY0opkNzu80Q7Je84Kv/axvuv9s0ej+yTw0YePZlvfffPmzhuE40Xz\nsdfdFPAHDz43cXtwzqcdJtz72KHu933g5nEuGy4+p5+B5c9lSezrxkeNRqO5ONBiW6NZA3w/4tk5\nn+maWkgcH/COE1Inm3g/Pd3kTx7aw//xhnGElPTnHeIUwgRue8UwjiEpZKxunJ9tHI3+8yPJ9GRE\npeDQDJWo7c2qWD7PMhBCldn0dG5rBymea7LYUoLVNFQUn2MKenOqLbIv72AKODQfMlCwqeTUomV/\nwcUUEgTYpsFcI+SGS/v58r9Nrng+y59jnKolxCWLTN61cQ153MLhEsdOf//bG7fwgZvHeXqqSdYx\n+ZtH9vOu7ZtOKFKPXXbctWfutOL2RIK4GRybeBJy2fBz/5k49rncffNmHR2o0Wg0FwFabGs0a8Cz\nc/6KxsPf2DHOFSP2imNON/E2BUghqHfaIQ2hFhdnGyFf+dEUb7p6kHLWJZWQJJJYqrjAwZJDksJ8\nK6I3p9oki1mbct5msqaEtm0KqvWAUlYJyoGiShkpehYZS5Cx4MiimpabBmRt6Ms7TNdDip7FhrJL\nmEArVLneaSrpy9scWgi54ZI+fqHisaEvSxynvP/14903HVJK/vbbB7np8gEOtHzGyh7Egmoz5DUv\n7TvuOh47/T2yqKblDzw+2T1mtRPh1STAnEgQu5ZxVkTxsc+lFcanXZLVaDQazfmPFtsazRowfYyw\nmqmfoF1QDYWPY0kUfumJKV572SBBLJGAZws+89hBbr5igDdcOQhAmirrRyKh1snRRqqGyIJnYyAp\n522iWHKkHlHJ2SAEtVZEKesy2wgYKrkUXJDSYqYeYBddklTSm1NtlI7lcHBe1bhvKDuEseTgfMBw\nj0u1EWIaqm3yod3TLLRi7r55M5s64nfPTGvFm467bx5n59VDSNQ0PmMb/MP3J7jtFSceFZ9MID8f\n8XuyNzfLOZEgHii6/MaOcaqNgMGiSiI5FSeKelxa9Fx+3uWcw6Zlk3eNRqPRXJhosa3RrAEDxy7n\nnUAQ7qu2uOfLx3uItwzl+MDN413Ps2sJFe3n2tz68iHaUcpXfjTFQivmnp8fJ0ohTo8+lmUqcQ4S\n2zKQKcw2I4qejQQKDkhpdzO3Sx60I5VCIug0TMaQsVRaSd1Xed7VeggFh1Y7ppCx+cGz81w+2kvN\nDyl6Ljdd1s9g0V2xtHiseBVIip5FzY+xLYP5ZsgtVw+RpOkJr+PJBPLzmQgfays5EScSxOODJfr7\n+5mZmSGKolM+RppKfjLZ6LZNLn9dVyP2NRqNRnPhocW2RrMGbKyoaeiSoN3Yd7zYnlhorxCiE/Nt\nxvtVfvNlw0UKTo3FtkoaKWUNkiQhawt6sxl2XjnIYCkDyO50fEkoJ6lAAKZQX/1OK6QhwDIEhxdU\nfXtfwWWmFiClS9ZR4rqUtZlvhZRzDnP1kIGig3RtZmoqEcUxJLFtsehHvHR9D7YBxcxSC2WGzz52\nkHdv39R9jv0FZ4V4RQhm6gGmITiy0O5Ow5fKa47lZAL5dKL5+XKmgnj/bIunphon9IavRuxrNBqN\n5sJDi22NZg04MBfykYeP2ic+cPM4nh2vsBYoP/RRIVr0Vv5zlFKV0pQ7i4olz8a1DeaaARLIOgaQ\nYHdSSyQgBKRJykDRQQDNUHbtJZ6lCmwAghjmGiGVgkvGhpwrqTYEtXasWheFpOjZLIV8yM75NMME\n07RIU0nGFvhRyqG5Nut7MxxZbHPn9WMrBGqSpvza9o3Md9JHHFPdHiUpAwWXW68eopx3GK14p7ye\ny60ZJc+mFarYwLPd3nimgniqFpyy1VKj0Wg0Fx9abGs0a8CJYt0+++3DXQF21/ZNZB1VO94KE7KO\nSc+xYhvlxV70lQXEMqDejvnSE1PcsW2Ep6aaXLYuQztWxy6JztlWTCnr4NmQtBMGiw5SwmQtpK/g\nUM45HFlUE/esJWnFgskptUxpG6pMx7UgCRKC2CTngOxEB/YXXfxA5W23wxjLMPn/2Xv3KMnL+tz3\n8/7uv7pf+jY1Mz0zPYwTBZWADAjMNo4OqKCydiITTRQ9rpUbSbwke51zNP+cs3f2WtnrGJOcePbK\nOmtvFRUiJgYVNYgxMYCOoDBw8AYMDDPTPd1dfal71e/6nj/e6prumUEQBIbx/ayldHVXVVe9RTdP\nffv5Pk/GNUcV8rbJBvGb9+wNC4f/61tmGMs5rHSVHWOq5PCjuS6+Y/5MgXvq4uL1l9T47//6JB++\neoZW/4WtTX8qTzYoG8oXvz/3nForNRqNRnNucVaK7Y9//ON4nocQAsMw+J3f+R36/T5f+MIXaDab\nlEol3vGOd+B5HgB33XUXDzzwAIZh8KY3vYnzzjsPgLm5OW677TbiOGbXrl28+c1vfjGfluaXiFO9\nv9Wcu0F8H13pcc8jy9xw5TTt4TS53glJJCPxlkpVbFPOOqNEkjCR3HDFNP90/xyv3FrENqE3vE8h\nlJXEWWueTCRZ16Ifqen2WlTgfFMtRdoGtAJo9kO2lm26obKsKDuKZBBLXAHLnYicZ1PM2KMoQNuC\nT989RwpcfcEE5YxNEKcsd8LRGaTDRJU/euMO2v2YTSUPSyTYpqEsLaZBqxeRcUwWWwECRgJ2a8Xn\n2Er/KTOp+5GK43t0octt98+/oKUwP6uMZttYht/bt4PFVsCuyewL9gZAo9FoNGcvZ6XYFkLw3ve+\nF98/+aflu+++m5mZGa688kruvvtu7rrrLvbv38/i4iI//OEPufHGG2m1Wtx000388R//MUIIvvrV\nr/L2t7+dzZs389nPfpbHHntsJMQ1mueT0ZJjM6CYsekOwg3iO+OY1DsR9XbItqp/SsviLoQAx4Je\nHzqDiLzvsNpTk+lP3XWUeifi0p0VAJJUiWzTUBPuMJH4KI82QolvQ0AqodkLGS+4FH1Joydo9iOK\nvk0ihZpKDx9jisC1TeJUZXd7jrKN+JaNaUhI4T1XTFNvB4zlXf71Rws8NNvlg/tnRmdwJlEaphCn\nKYYhiNMU17a48+ETvG/vtg3X/fDVM/zlHetTTHaedn5r/16eYLEAACAASURBVFRn8MKVwvysMhrt\ny9ZoNBrNqZyVYhvUZG09P/nJT3jf+94HwKtf/Wo+9alPsX//fn76059ywQUXYJom5XKZarXK7Ows\nxWKRIAjYvHnz6DY/+clPtNjW/MI5k63AMgxeNpFjsRnwN998gmrO5vpLani2QRCn3PHw4sjPe6p4\nm2sM+NQ9x/jf3qKEa5RIklQykXewDckNV04z3wyYLKhJdc5VaSThcBFyuuwgDFjtCZIkxjQtokQO\nr6usHo2+YKmjMrNdS1DwoN4GuVY+k0i6g5hixkZ61qjx0TaVr9s0TVa7AWM5lf/9yq0l9u4exzZO\n/tyeSZRO5i1Mw0BKiW0adAcR775iK+1+dFpxzJkyqY+t9Cl4FovtgBv3beeWg8eB05snn+71OdO0\n+UzXQ8IjJ5p897FlqlmLbVX/GeV1azQajUazxlkrtm+66SYMw+Diiy/m4osvptvtksvlAMjn83S7\nXQDa7TZbtmwZ3S6fz9NqtTAMg0LhZKVyoVCg1Wq9sE9C80vBmSa426sZfrrQoZixMQ3Bcifi1vvm\n+NOrdtCLJW9+5SRTRZcoSdRC4jrxlvcsklSScSBOoOjbNPsRAhthCwZhRCrX4v2gHahq9XLWxhjW\ntw8GagmxPUgpZyS1kotpwLFWzIRpIlPl5U5SWOqE5D1HLUEO77OcFcSpPfJ2Fz0DIQTtfkTGtUjS\nYda1lAgJYaI2L6MUnqh32TaWOe15FX1lQzFMkySFKE4RwIlGgBCnZ2efKZNawOisx3M27907vcGz\n/UxfnzNNns90vfXfb/Ta6gg/jUaj0fwcnJVi+/3vf/9IUH/mM59hbOz0ZjnxHH2QrVaLTqez4XO5\nXA7LOiuP5DRM08S27ae/4lnA2pm+VM4Wfr7zXWxvnMLW2yECwXwz4LuPLY/SOCYKLv/wgzkO1/sA\nXHfRFLfdP894zubGfds5ujJsVBRK2KWpEr+t/skmSCEsXMtiS9mm2VO51wLYVLAJEvU9JwouSZIg\nhMFUwaHVjzANm8VWyFjepTNQHuzljiqq2Vp2WGyndANV4NLshViGg2GAbQqiRFLOWAxi9RoudSKq\nOYdDT65ywdbSKEdc5XGrhcgPX72TQZSMFgUzjkk/SvAce0NKy437ttOPQu56ZJk/fMMOgjhlouCy\nYzzLR9/6slHz5M7JPKZhsHOqcMbP/7yvz+5a6Rldb+3jU2+7u+aw+1lUtr9QvFR+P5zrvxtebPT5\nPr/o833+eCmd6TPhrHw2+XwegGw2y6/8yq8wOztLLpej0+mQy+Vot9tks9nRdddPrFutFoVC4Sk/\nv8YPfvADvv3tb2/4vq973et4/etf/3w+tV9qyuXyi/0QnjNhFHHosTnmG32mSj6/el6NzdXehins\n5mqOJxZaVLI2R5YH/N/ffEJVtl81w5HlAcAGv3G9E3F0pc9t989z3UVTlDMWB/bUCGNJkgriVGII\nGM/bPLrYZ0vFZ7UbUvBs4lR5tQexYLmtJq05R9IKTJaHbZC2KZDA5rLDSuek0C74NlJKgliwuWSw\n2HZGIjbrwKOL6mNTSJY6Ma5t0egqz7dtwKu3lSn6FpahvN9BLGn2ouHiYofdU3luve/I6Fw+sH8G\ny5B8YL8q7Klkbb724Dx7dlZo9GKklGyu5tjz8m0A1Dad+TWYmpz8uV6zzUunvz7j4+PP6Hprr9XT\n3Vbz3DgXfjeczejzfX7R56t5Os46sR2GIVJKXNclDEMOHz7M6173Onbv3s2hQ4e48sorefDBB9m9\nezcAu3fv5otf/CKXXXYZ7XablZUVNm/ejBAC13U5fvw4mzdv5sEHH+TSSy8dfZ+LL754dB9r5HI5\nVldXieOYsx3XdQmCM1SAn4VYlkW5XH7JnC089fk+cqLJn3/lkZH4+uhbI3ZO5jdMW6crHkvNHl89\ndGLDVDtrw/WX1LBMQTljb/AbrwnvjGNy+6EF3nj+BPVWRNZ3cC2BlDDXDNlU9HAMuO3+eeqdiL/4\njRmSVCClxLMNEglPrkaM5Rx2VB36MQjDZLkTUsna+K7NSjeklLFxTMFCSy04rrH2B6MTzYjJoosA\n5pvhKPKvmndp90O++aMlLt1ZodFV0+w1vnxoYfR8emHMR9/6MmZX+vSjhE/fc5T3751mtRtQzFi0\nBzFvuXCKxVbAgT01bEMwu9yhXq+P7i9JUg4vtn+uSfapTFe8016f9d/jZ10P4M/etpulTsRYzn7K\n255tvFR+P5xLvxvORvT5Pr/o833+WDvbc4WzTmx3u13+/u//HiEEaZryyle+kvPOO49arcYXvvAF\nHnjgAYrFIu94xzsAmJiY4Pzzz+cTn/gEpmlyzTXXjCwm11xzzYbov127TrbUFQqFDZPuNZ5JJfPZ\ngGVZL4nHuZ44jl8yj/mpznehubH1caE5AClPLtVVfdIkIesY7D9/gs4gpppTZS4Gklu+N8t1F03x\ntYcW+K3LtrDaU4uHrX7EdRdN4VqCd18xzeP1LtuqHoaAatYmTFWUn2UKHjiyyv4LJrANQWugptaN\nXkTBt3BMcE1BEKcYwqAfxjiWRdYxANXeWM25eJaKFazkVItkwXGxDBjLOkSJZBApz3h7oDK12/0I\n37FwTInhO1w4XWIs53DLwePUOxHjOZt3XzHN3pdVyTgmdz68yO/v28GOsQwLzQE33zULgJCSvGez\n0o2YLDgYQmAZBpWszZceOMG7Xrt1w7k/Ue8+I7/107FjLMOOobc6TRLSJHlG1wPYNVXg8nV17U91\n27OJl9rvh3Phd8PZjD7f5xd9vpqn46wT2+Vymd///d8/7fOZTIYbbrjhjLfZu3cve/fuPe3ztVqN\nP/iDP/iFP0bNLy+nLu4VffuMYnDHRJZgrkM3DDANlSv92YMnADW9bvRiPnfwOG+7cBJLCAq+WlZM\nUljtBnzl0AKv/Y8zdAIIYsFSO6BWcgkTyaZKlnLGxjIhY0uEK0hSh0EYIS0D2zJp92Ns0yGKJZ4N\njqXegEqpIgG7g5jQtmj31dQaJK4liFPBakdNdgsuIGz6gbKerJXamEK92bANwW9etmWUWvKl++fY\nM1OhFyb89uVbR4uD68/sH39wgrdfVEM1twu2jbl4w5ztd71262nLhj8rZk+j0Wg0mpcCZ53Y1mjO\nZradkkSx0g3PLAaHXuo4lTxe71LOWLz9ohqL7QDLgA/tn2GhHZBxLVZ6IY6pvNm+bTJZcPjQ/hkW\nWwmWaRIlqVqYlJB1BO2+EqqLrRDHchhE0BqW3tQ7IeM5h7GMQzOQBIkkD9imOUoW8WxY7qQUDMlk\nwaETSI6sRlSySrBPFFyWOyFRYuHZBuWsxWxD/dnREOoNweayx8rQn72p6HJsdcCR5QGH67PKXnPt\nrlG83vozy3sWn75b5YSbhuCD+2cwDcFrdpSwzmAPeSYxe8802k+j0Wg0mhcDLbY1mqfhVDG3fSyz\nYbp6JjH46GKXVErGcg6NnkoTcS3454cWqHcizhv3edtFNertgPGhD7pW8nBM+IuvH6aUsbjx9dPE\nqWpaTFNJKmG1G1PIqGSSyYKDZ0F/rflRwI6qyt5u9KHeDkfLjkkq2Vpx6QSSdj+mmnNYaofYpkPW\nEYznVIOkdGzafSW8lzshdt5htRNT8B2EkCSJ5FPfOcZyJxqlqbzn8i3c8fDiKHlkx1hmw4R6fdHL\nv/64Tr2j/oSp0j0CPndwlg9fPcMraqfbuk59c3OmmL1nGu2n0Wg0Gs2LgRbbGs3T8HT13GcSgwut\nAEMof3JrEBOnknsPr/DOy7ZwdKXPeRNZ2v1oWCCTUsk5NLohQaJE6HInIutCvaMytEtZB8eEAerr\nWdfCFBLbPDnBlUCUgIlECMF54y5HVkJM4RCn6n4KvkU5azMIleBe7YaM5x1aA0G9rRoqM67Fai+k\nmnNGcX5zqwOmyh433X2U5eFUeq3FcSzv0ujF3PK92VHboyHEGSfOE6dMqscL7qjE5hVniNJ7Jo2M\n2mqi0Wg0mrMZLbY1mqfh2dRzTxZcPnnXk1zz6kk2lz16QcLlu6p87uBxGr2YD121g4xn0W2pLOd/\nuG+OV24tMl3xR2IUwLWgknVo99UUuhumFE0TyxQsdyNcy8YyGIn20DDIOiBDeKx+MnPbME2ULFe5\n2Z5j0e6r1JIkheVOSN63SVLl3Z4uO6x0Y3KezWIrYKrkkSYJ73qtanssZx06g4gPXzXDN3+4wIE9\nNRzLIIxTeqHayj/TmxTbkHxw/4ya6Bdc7n1sSYnuvEMq5bOyf+hGR41Go9GczWixrdE8DRP5jWJu\n4hmIuR1jPu+5Ypp6O8AUgkNPrrJ39/gorWO5ExLEks/fOze630t3VrCHPubDddWQOohgqa1Ec8aW\ndEyBZQjmW8p+YghJJSuIU4f6MFfbMFTqyETBJe9IOpFJqxdRyjo0eipf2wYcyyBKJL4jmCraBLG6\n3WTBJZaAMOgM00iWh9XugzBmPO/w04UuBc8iTAIu2FoiSSUC9Xw+eq1K/TljXXvB5b/986Nsr3pc\n8+opdkzkuWTnGLf9YA7f3ooQ/Nze62diNdFoNBqN5sVCi22N5hTSVPLj4yvMN/rDqSkc2FOjF6om\nRPMZDF8fX+pTbwfEqeQT31LFLsdXg5GNZFMhQ3MQceO+7bQHMQXfwrUMhJQ0+qFKI5mZwTJgIq/i\n+I4NmxtNIalmHSwDLAvaA2UhWXtYcQy1kstCK4ScQ6cf4TkWrgljOYeMDZ0QWoOEctZksRUyXXYI\nhjGxEnBN9T/bVE2Vlawzmkbf+fACu2tFukHCtrEMC40BY3mHXhjzx2/cMRK7Z3qTsrXi8ydXz6iW\nTaGWSD99j7KmzDUGfOqeYz+39/qZWE00Go1Go3mx0GJbozmFU+0P771iKzcfnB19/Xd/bRvbxk4K\nuzSVHFnqMdcYUM5amMJgsakE6GfuOTZaHDxvIjtK4ljLpX683mW64nPzd4+TAldfMEHGMbhx33ZS\nKYlTMVp03D1lU2/DiVY4tIekCGEwiJUfe1NRebMPL6mp9ljWwhCSnGfT7KsK9uWOKrEpepLlDiAl\npYzDXDMi49oIoeIBwwRsyyBJJQXfYaUbUs6qhcy9vzJBsx+Rc00sA7pRguyEo2zttWm0KU5/k3J0\nuc/x1QGfv3eOA3tqGyb7Bd/S3muNRqPRnHNosa3RnMKp9oeCb502oV1b/lvphni2yce/8ThJKnnX\nZZv5/L1zfGD/DN1ByDsv28JKN2K64pNz4N1XTCsPdNHFMaHgqXi99+6dZr6pvu8/3T9PoxfzX/+j\nmmyXMqpe3TIc0jRhouAyCGPMoQ+74IKUDnPDaL+dY6o5stFNyHg2q92QsZyDaaiptQQWWgnVnEpI\nsYWk6Nus9pTQFkIV3hxvhSrXu+hSzjrUWwGe7WIIMIBixmahNWC64jO7OuCGK6c3WDiOrQ42vEl5\n/95pAHphQpLKUYKJaQhqJY+sY2jvtUaj0WjOObTY1mhO4dSFO982NkxokyThxyfafPwbjw8/f7JV\nck1IejYY2EQp2KbAsQy+9MACe3ePc8v3Ztle9Xj7RTVSCUGckiQJEzmHKJW87cIpcp760YxT1Q6p\nPNuQcwxW++o2BdviscWQYsah1Q+plZQ4fXxJFdXkPRMMmCo6LDRVokklY4GEdpDgORYGklYoaDdV\nTrdnCZDwxHJI3rPIGYJ/fmiBN14wSSFjsdAKSVPJVx9aYFvZ5fWvmKTeDtgxnmHXVHaDx/rUNykF\n30JK6EcJpiFY7kTcep+acDf7Ebs3lbX3WqPRaDTnHFpsazSnsG0sw5+9bffIs11vBRsmtO+9citJ\nKklSedIiMRSVax+3ehGubdPqh5QyNoaAi7aXybkGH9g/w3I7wDFhPD/M4c7YdIOYrK/SRRzzZMHL\nmnxdaEV4rk3eBdNwWGgGbK24ahKdV9GA7UBNrgFKWYPlLjSGFpBGT/2z3Y+o5lQFe+xaNHsBYxlB\nysnJt2cKTMNgtRvy6m1l/vH7c1y6s0LONcllHd524RRBnPKpe47S6Cmv9uzKgK0Vn2MrfRZaAdWs\nveFNSsm36AQxriW4cd92VnsRAvj6Qwsj+4n2Xms0Go3mXEOLbY3mFAwhePmWCturfQDag3jjhNaz\nSKQcZU3f+fAi77psM6CWGT901QztfoSv+mVIpVpftAzB8dWALSWHat7lRFMlikzkbOpdVSTTHAri\nlW5EybMQQiAMFddXzNjEcUonMKi3A6p5ZelYy+Oea4YUfZvtVZd2IHm8riL6nOFGZzJU4ZahmiAt\nAzxL4BZc6u2Q8lDjCgG+o8S+aUDBd7jyZVWKvs3XHpznbRfV+PKhea6+YGIkum/6zjEavZgPXz3D\nX96hLDXjOZv37p2m1Y+ZLLhsqWZ4dL5NEEv67YCJvEuzF/G+vdv0FFuj0Wg05yyn9yNrNJoRaSpH\nNpLrLpriwJ4atiHoBTEH9tRIpeSdl23BGtokVrohgygh79v8yw8X1ES5G5FIZScxDcHf/fsxvnz/\nHJtLLqmE+bZK++gHETnfZqEZkHVNHFtgCuXrbg8iwgQGcQpC5WoD+I4kSpTXOk3l0LIC/SBmLO/Q\n6oVkhtPwibyjcrAj1TZZ8C0cUxXhZIb2kSBWitxzTBZaAXnfYRCGjOVcVroRb3n1FMudAcudiJsP\nzpKkkpsPzrLciUblNGuWmnonYmXYFrnGcidUpTpRylIn5PaHFmj2I12vrtFoNJpzFj3Z1mh+Bk8u\n9/h/v/0kbzx/AoBa0cMUasqcDv3Ujmlw+6F56sNmxY9cuwuTeORnHi+4ZG0oOibNwOLaV08ykXcJ\nYslqN2I87yJkSsa1WeqEVPMu3UEEGCRSTdbLWRXhV8zYSKnErCEgisB12LBIKaVNzrcQKL92N5Cs\n9qE1LLHJFR1mG2qq3gtjLNPCt03Sdc+711e+6bW87m/9cIH7j3UwDcGBParqca09cv3UXy1inrzc\njxJuvmt2dC4F3+FEc8BXDi3oRUiNRqPR/FKgxbZGcwrrc7bjRFLvRNzyPeXZ/s1La3iWQcFXDYrl\nrM1t98/xxvMn6EcJ0xWfOEmIpBKcBc8ECU+uBIzlXLzhkiPASjca5mtDEBv0A2UlWYvnO7oc4Tkq\nji9JU0pZG9+CdqjuO5WAEKz2YLEdUsnaVLKOqlrPOnimpB0KlrohO8dcLMNhoaV83uN55UUfHzZM\nWpZJmkrKWWeYfGJw2/eO8s7LtrDcCbhy9zjT4znKGZtKxuaGK7YwnlcifC3acLric9v9auHRt00K\nvsVN3zkGnIzyK/smmwouN+7bTmsQM55ztIVEo9FoNOc02kai0ZzCk8s9/suXf8rf/duTo+QMUJNc\nQwg+891ZShkL2zL47HePc/WrJulHagnwcweP8+MTXeI4wbUEOddUC4tDv3ScSOJUUvCUrcMSgk4g\nWe6EuLZFux8yiFNMAZsr9ug2tqlq2G1LYq7zVEdrRmwgTiW2CeeNq9r1o6tqAXGq4NAcqO9rGYIg\nhiCMGcurZsgEgUGKZQgsAYVhbftvX76Vrz44z+2HFrANweayR5xKDFPwH3aP8fJanmt+tUbBt9he\nzfC5g8c5XO+PlknznkWjF4/ObrLgEqVwohVwdKVPGKfPuqJdo9FoNJqXCnqyrdGcwvqc7TseXuSP\n3rCD1iCinHHoBTH/+zW7MADfNmn0Yla70QZbRMYxwTAJwwDDckd16yYpQSLIeTa9YFhY01EFNTsq\nNks9SZjC1rJPY9jauJ5WPyWWgowDnm3R6IU4eQd7mGoyiFIWWiFRYmObQk3EpcQSgmY/pJRRWdsA\nU0WTRl9SzdpIoBtJOoOQSs4hCZXfO4glV+6qYgzfbMyuqkztdu+kx3otPeShY80NwrrgW2esUX90\nvr3hOdmm4Il69xlXs2s0Go1G81JDT7Y1mlNYy9kGaPRiFtsBn77nOIYBr9lRJoxT/vPtj/KZ7x7j\nwJ4aGUfF+f36xZs4sKfGnQ8vUvTAtJXQHsu7uBb0whQpJZYp6EUJQoBlCKRUWddrnupeoOrVg/Dk\n1FoCGdcg7yqxbRqCeDjVDhNG9edTBVXj3uipJJJmTy1nbio6pBIcUyAlPLIQkkiBawua/QjHMrBN\nQRinZFwLmaaYhkAC1ZzDfDMg45jccvA4rnP6e/SSb21YIi351ijK77KdFXaMqwzuIE6p5hxyrsVY\nTvm3//z2Rzmy1HshXlqNRqPRaF5w9GRbozmFtZztJxY7xMOmw7WkDSnbPLbYJUnlKJHjuoum+Kf7\n57nq/AlsU/C+vdsIE0nBAZlXS4a1kovnWPTDmNgwaPQTxvMWBc8ABKvdcJR9nfctpBSs9GIsSy06\nSglJCqmE43U1pfZtg2IGegFUsg71doBdcJFpSt636QwiJgoOcQJzDRUpGKVgpZJaSX3c7scUfRU5\nWPCVX9yxXO49vMK/P9bENAR/+qYZpFCFPfsvmMC3T59Gb6lmiCWjKfaW6pl92LZp8jffPDz6K8CB\nPTWSVDK3OtD52hqNRqM5J9FiW6M5hbWc7X4Q87E7TgrD8bzDY4vdDSU2a7aRtTbEP37jDpr9iGrW\nRBgnbRFxCr4lMYVFo68SSFaGMXhqAVIObd2Sdj/Gc0xqJZOVLozlHOJUMteIGMs7jOcc6p2Qcsah\n3ZOEqSCIYrX02FYpI74NQShIUnAsKPk2cSKJEokPgMAxJNHwIQaxigMcy1pYBly4vcLMVIGxnEMS\nJ0wVPRZbAZWszYnmgM9+d46PXLtrJJCfaSFNux9x/SU1LFOMKtvXbCcajUaj0ZyL6P/CaTRPwa6p\nLB++eobFVshkQcXxnVpiU805mMANl28hGmZy5z2LhWafylAkW0PRPd+KKGYcir7FYjtkc8mhF6ns\n6bG8S7OnqtcdU3KiGVErOhgCVSEph+2OEnwbip6JEFDMCJa70A1TTDNlU9HFMyWdSFk2HBtmGwGb\nii5GqkS9sosk2JaJaZqsdJVXW6aS+WZENS9o9iKiVPLpu1UiySe+9fhp0+jFVvBzT6M9x+TWfz9K\nKWNx9QUTvOVVk5QzNiUttjUajUZzjqL/C6fRPAWWYfCKWoFXqFhpfjzX5tb7VMxfL0jYPp6h2QvJ\nOBZBkmIIwWo34qIdJaI4GZXMSCBKlFc578FyV1D0DPoRtPsqpm+9t/tEQ0UKgiRMBPW2WqLcXrHp\nx6rhsdlPyPtKiecdgcg79IcLkqWMjWerpcm5ZshE3kVI9VjGhpF/Y8P2yYVGwNaqR6sfY1smjm3g\n2gZjedVi+VuXb6UfRLzrss20BzHTFZ/PHTz+rPOxfdvgg/tnqLcDSllVY+9ZBrWK/4t86TQajUaj\nOWvQC5IazVOQppLHF7vc/cgyD8+2CKOI91wxjWMJto353PaDOXphyie+dYS//94cn793DtsyOLrc\nJ+NAKgXLnZCCb+HbBgI4vBiClGRciyhJiVMwDNhWUb7phVZIIWORpPDYYoQQ4FpqMm4IwVInpBfB\neM4GBMdXEpoBzDcDLNNga9lBCJhvhvQiyaaiQxCnLLQjohRsIRnLq4n7iWbIVMkjiGJ8x6LRDYf1\n7mAJlbndHUS4tkUvSCh4FlnX4DdeU+Oj1+56VvnYrUGs3mDkVbOmIQz+4b45ji73f7Evnkaj0Wg0\nZwl6sq3RnEIcp9x/eJEgTvnbf3liZJ+4/pIat953lPdcvoX5ZsCR5QGN/iIH9tRGHu7FdkAQp2wt\nb/zRMlQbOnnfZrUXsano4FgGaSpJUohSKGWcYQMkeLagVrRZ6ULBU62RSz1IhzWPKz1lSRkvmtTb\n4FgCAcw2Qqo5h0rWRgBhIsk5Ast0WGwpP/cgjPBdm20Vh5VeSidImchDMWOz0g0p+TYI+Mx3jgLw\nm5duppSx2Vz2nnNEXznj8F+/+ugGS8pj9b5ekNRoNBrNOYsW2xrNOuI45acLHT7+jcd564WTo7zt\nJJX0o0S1QvoWN3/3+Kg5cSzn8LmDx2n0Yg7sqTGRd7HNBNdCNTK2A2zTxbOgM1BLjp4FgYqlRgz/\nf3G43Fhw4ehqRMm3iFNGWdwTOYllOrT6EXnPxhQwu5rg2BZhrBYsp4oOQkrasSTrGMQpzLdVeoln\nGazpZCnhyHJAJecwnrVZaAV88u7jG+rYl4f186vdCN82WWgFAM9JcFsG/N7rt9ENEsI41QuSGo1G\noznn0f+F02jW8ehil/mmKrU5U+qIaQh82+CN509gmYKCadELY97yqkkqWQffFiSpsocMVTSOpbKt\nTzRDir6NZ0EvUj5uwxA4FkSJEsCghH3RtwlDiWVAKWOz3AkxhEMSx5QyNkEsWWyHTBZOFt+sRQQe\nb4SM511cU+Vvj+ccBrFKIpEno7uREoI4xfXU83r35Vso+BaeZWAagusumhothO6/YIKb75rFNMSG\nFJKfl7lmQHsQj6wxe19WJeOYekFSo9FoNOcs2rOt0axjYRhvZxqCO4apI+/fu5UPXjVD1jH40FUz\n/HSuyS3fm+WfH1qglLFZ6kQUfIuF1oC5RsCx1QGWoSwfydAmIoSykhiGYLUbk0rIewYF32a+GRKl\nkk1FtSC52I5JpMRzBXGqCmoqOYecA4ZpstAKSaWkkrGJ4gQpVTxgMvRhj+WUAP/RfJ9umLLYDvjs\nd48hUYI7SCRRktIJEhzTwLdNSr4zKvJZ6YZ88ftzTFd8LENw/aWbuePhRYBRCsmzZbLgcufDi0gJ\n5axNJWOzcyL7lLncGo1Go9G81NHjJI1mHZMFly9+f5Y/2Led1W7EZMGl3h4QxSlZz+KTdx/lty7b\nwrsv90hSucE+YggxrDlXxmrTUA2RqrhG+bKjRJL3LQSSQbTxewsB/TAh49osdQKqmZNpHwKwLLAE\nFHx71DY5ljMJImgOBCsdVQvvmZJ+DDnXpJJV8YHXvGqSctYljCI+effx0bT+Q1fN8H98+VFKGYu3\nXTiJZSjryeW7qtxy8DjXX7qZ1W60oYr92aSQrLFtOdS6GQAAIABJREFULMPv7dvBUieimrXZtk3X\ntGs0Go3m3EaLbY1mHbumsrz9ohpL7YDJossgjCn4Du2hMl7uRNxy8Dj/y95pumHK2y6copRREXZI\n5ckOEwmYw4p2WOklTBQsdlZtHl+OEMLGswSuKQFlU7EMgWdKosRkqaO8241egmubo7g+KV08W9AL\nYwq+hWGoSXM3Eqx0VUGOZYAw1HS6nLFJUolhqOXM5XbAWM7hD9+ginfSVHJ8tT9qw/zk3cf53ddN\nM5F3OVzvsv+CCXpBzJ0PL4786S+bzD2rFJI10kQSRCn9IGbgmqRSarGt0Wg0mnMabSPRaNZhGQb1\noSjtBxGObdHsRYzlXKpZh99+7RZuuGIa12KUJmIagiBKEIagOUgAJW47gfJlm4ZACIilYGbMxhKC\nE42AQSLwbZgq2KRSLUUaAqYrLqmEStYgjJVIrg5bIW1DecBNw6DeDmkNBJZQi5iNbkSUAAiqWZtG\nL0IIQaMfYxmC2x9a4K+++QT1dkDBs7jpO8cxhBjZR0xD4DomX7p/jpnxLIYQVDIO1144hW8b7BjL\nkHWe26+MRxe7fOyOw3zqnmN87I7D/Hiuw4/n2sRrMSsajUaj0ZxjaLGt0awjTSUTBZcvPXAC0zRZ\nbClrRiolC+2QStbm0/cc5SuHFgAlqk0DBrGaEk/kXdS0GhIJ7UFMJWurxcXVkOZA0B5EVHMOtgHH\nVgJSDDL2sCESST+ClU5AayAwT/kJNQ1IpcFqN6SScShnVBV8PFy2FEKlnKz0ouFCpyTnqj9gvfXC\nKW7ct53pisfXHpwH4M6HF7lx33auu2hqaIWBx+p9Pn3PUZJUstRV1fJfOTTPx7/xOP/nVx7lyFLv\nWZ/vQivYkPCy2Ar42B2HeWS+86zvU6PRaDSasxkttjWadTy53ONbP1zg7RfVaPYiJgouppDMNgZM\n5Bx6YcyBS7dw4bYyAih4JnEs8WwT21QpHlJKZCpH0X9L7RCAHWMOaSoJExXTJ4SaJsepJErWymuU\nJWQs55ACzV5ENe+y2g0JEgA5SkhhmN29JupLGRvfVuI7SSS+Y9LsRXzpgRMUfJs0lVimgYFk7+4x\n3n35Ft78qkla/YhyxmYs59Dsqbi/5U7ErffNMVlwafYj6h1lo/lFLEiun6RXsvbwPsPn8KppNBqN\nRnP2oj3bGs06FloB9x/r8GuvmOBzB2cpZSyuvmAC3zZZ6YXEKSx1+syMZ1npBhx6ssHrXzFJqx8y\nmXcxhCSR0AkFeU8lklSHnmtw8R1BznWotyNMw0YCSDWxzjoWy52QibxNIgUrnZDpskMvgrxnsdQO\nsYTDeouz4KTnOZWSKBEEYcR4wQWZUsw4vOlVUycFvEz50Xyf6YrPLQePUx9maf+nN82w0AooZmxu\n3LedziAmTiWfvOtJ3rd324YIxOeyIJlzDW7ct51GL6KUsfnqg/PP+T41Go1Gozmb0WJbo1nHeF5N\nXruDiD96ww4a/Yiib1P0BK2BZKUbMjOeJWODyDhcuK0MUuLbgoV2QJSkbC75kKakqUEQw1JbWVGq\nOVhpS8JU2U5yQNk3cWxBL5Q0h98LBO2+aplsBVBvB9RKLrZpM99SWd2byy69IOaRhZRayWFT0WEQ\nw4lGwHhBtUQWfJsnlgbYphKzn777KPsvmOArhxZGbyLWRHS7HzGIJKtLfTKOSdYx+J93Hweg3Y/4\nyLW7WGwFTBbc57QgOdsI+Lt/e5Kd4z5vefUUV+yq8uuv8dg1pdsjNRqNRnNuom0kGs060jTl916/\njUSqSbFMJbYhWGiFRMMlPlNAN0hACCRgGFDwHQygVvLxbCjnDJp9JbSV+I1p9sC21ELjpqJNImG5\nGxOnUPFhuuxgGYL5ZkDOt8l7ytvsWoIogdWeEuO+I+gFMfVOzFTRwRaSIIZ2P2Qs77LSCfEcm68/\ntMCt981Ryti0+yHvvmIa3zb4wP4Z9r18jE1Fj689tMDNB2dxHZtb75vjtvvn+fy9c+R9ldVtGgLX\nNjcI7eeSHrJmIzlc7/P/fOsI28cyvLyWxzL0ryKNRqPRnJvoybZGs47ZRkDWFZSzDmGslg4Rkmre\nYRBBhxgJVHMmjb5aqBQIrKFWNAR8/cEFDlw6iTBUiU2cpBQyFkkK862QvGeRMQ2MRHmuARCCRj+l\nHyaMF1xWuiGmcLBNCGLlz95SUsU1g1jSDZXwf3yhzZZqntYgophxWO6EFHwLy4ArzqvyhvMn+acf\nzPHKrUXu+sE8V50/wXK3y7ZqBtcSo/zsf/vRAh/cP0N9+OYgCKNRg2SzH46q3J9LeySonO2PXLuL\npU7EeM5+TlNyjUaj0WheCmixrdGso1ZyiRLJ7OqAz987R5JK3nXZZsZyDp/41pENZTAf/8bjo8sH\n9tS4+aCqM//A/hnqHTZ8/cZ92zfc/oP7Z/irOx/fcPlv/+UIB/bU+B93HTvj/X5w/w5MQ+DZ0OrD\npqKHxOUvv/E4B/bU+J+n3G5T0SNJYi7dWcE0BFdfMMEdDy/S6MX8ydU7We1GXH9JDcsUCKDVD8n7\nFisd9c9NBRfPMbnpO8eAk8uRz0VsG0IwM57l/Gmffr//C3rVNBqNRqM5e9FiW6NBTaifXO4xiFKW\nOyG9MBlF1PXChJVudFpk3frLvTAZffx4vUvBszZ8/dTb19vBGS+v/76n3u9KN+Km7xznQ/tnCGOJ\nELDSiZ7ydgtD68fn7z26TvTvwLMNdk1l+dFsm1v//SiljMV1F02R9x3+et0bgI9cuwsBv7D2SI1G\no9FofhnRYlujQUX+/fntj/LWCyfZOZElTk9G7GUck0rW3pDIMT70Hq9dzjgmwOjjiVO+/nS3X7u+\nysY+8/0WfCXgF9sBN31H2Tr+8A3bn/J2lax9mqgP4oRf3VYEoORbHNhToxcm5D2bx+vd095Q7Jkp\n82dv3UV7ENPoRrQHMUeXumyp6pp1jUaj0WieCVpsazScLFvJOCZZG7aWPW7ct31USuPZyh6y3A4Y\ny7vc99gSH9w/w+HhFHs854w8znc+vMifvmmaD189w1JbeahzrsGfvmmGelt5tvMOI4/0RMGl4MKN\n+7YTRAkf3D/Dai+kmnNYagej+3UtleM9llfT5SSVeLaK0ltsB+vSUywsIfjSAye47uLaU8b2balm\niCUstgJaoxKcjdc1hEBK+Os7n9hgUYklz8lOotFoNBrNLwtabGt+aVmzjiy0AvKehWkI7nh4kW17\ntwDGaHKbpDCIJKaAyaLLUifk0l1jRFHMzvEsS+0A0xTsmshyZLnH/gsmAJDDRBPLNGj1Y1zbwjUF\nlmFwZDlgPO8ykVdLjUI4mELiOxaOCXnXIG9DmnVJUpgouMRJwgfeuANbqOmzaQgcE6RtMJFX5TOT\neWc4/Q657uIau6ayTxnbt+afnhnP8tCxJl/5zjGuv6RGP0rYOZ4dXffU1sdemDC3OtBiW6PRaDSa\nZ4AW25pfWtasI0kqGc/Z/MG+7fSCmEga9IMI37URqOi9IJas9FXNujNcKHRtixNNNZm2hARDMFnw\naPZV26IpoOjbrHRUoYxtQmAqAe+YBlLCclflYSMlpmFgGIL2QAnzuWZEMWMzkXeIEkmrn1DNmZgm\nvOfyLYwXXL794yUu2Tk2Kon5h+/PcWR5wIE9NdqDGMc0R4L6Z1HyLfZfMEEvTMg4JgXPHL3ZmDyD\nZabg618dGo1Go9E8E4SUUj791X45GAwGDAYDXgpHYhgG6TD3+WxHCIHjOIRh+LyebZKkPHKiwWIr\nYDzvEMcJcw0lhi/YVsGxNgrEb//oBP/9W0+MLl930RSv2JQlSSFOJLYJsRR0+hEZz6bRCylnHDqD\niLxn4dqCQaQWF8sZG9sULHVCcp5NrShY6sBS56SNpB9JVrvDrGxbEMaS1V5EJevQHkTkPAvbFJgG\nDMIUEMQSWv2Ias4mjCXtQUzRt3EswUJrQDXn0R2EBLGk4Nus9iIE8PWHFrjhymmklOR8h52TBQ4v\ntFhsqfM49fJU3uWxxc7I1rKrlqeYUZPtJE158MgSJxoDCr5FL4jZMZ7jZZsrz/q10v/+Pr+8VM5X\nn+3ziz7f5xd9vs8fQghKpdKL/TB+Yejx1Do8z6PdbhNF0Yv9UJ4W33/pRKfZtk2pVKLb7T6vZ/tE\nvTuaVJ8am/fhqyWvqBU2XL96ytLi2jKiZUAiBau9iKxnE6USQ4A9vO5Y3qYXSpbaavK8JnKrOYeS\nr0Q4DG0kqbKRNHsxvqNsJJ4tCBIltAu+hWNBwbdZ6YZUsg5JkhKl0OyHbCq6GMJmuaME/faKQzOA\n+WbAWN7DMyVWxuFEM8AwoJK1aXQjrr90M5+++yi/edkW/suXf8qfXL2Tj91x+CmjBz901elRhBds\nObkAuXsqh2sZLLYCtlYybC57z+nfP/3v7/PLS+V89dk+v+jzfX7R5/v8Ydv2i/0QfqFosa05ZziT\nt3jt48VmwCtqG6+fpikH9tSwhkuHzV6IZcAgBplKPMeiF0RMFhyCGAZxSt4XdAcxpmmRSEkqIY5j\nKlmHla6qUn9yacCrtnogwLWVXaQXpXgOFDMWQoAtJJWsQ6sfYhnOaCHSkJKFbowApisuvVDSGIly\ngUBuWFb8wP4drHYDyhmbI8Oq9TsfXmT/BRPUOxGrw8jBU8/m1MunRhnW28GGs1rv79ZoNBqNRvPM\n0R3JmnOGNW8xcFpsXjV/ej70bGPAzQdniVPJX9/5OP/jrmPcfmiBJIXlbohjCoq+RT+SrHSVhURK\nJcItQ5KkIIBKzqbVV19f7UZMljz1fQV4tslqN6Tk25gCmr2YQSTJuepHLxjmZW+vODS7EbEUICHv\nWfzbj5eQCKJE4loGC62Qw8sBH9g/ww2Xb+HGfdvpDiJuP7RAqx+xuezhWgZvftUkdzy8uCFycDzv\nbDibtc+vXZ445ewmdJ62RqPRaDS/EPRkW3POsFYFvtgKKPoWSSL57dduoZK1yTqnZ0KP5dxRAsmN\n+7ZzdKXPZN4h54BXdokSGEQwiGLKWYdGT9k8VrsRed/GMZUQVhnYNp2BspKs9kIc06HoQ5waZGyB\nEIL5pqpCT5KE1b4x9GerxzVYm5wL2Fqx6UeC6bEcjgljOYdmL6KadVjqBBgCpooOC+2IqbzDe6+c\nZrEd4FsmOcdgEMNbL5xiLOswiGIO7KmRpCkfuXYXc6sD+lHCVx+cHz3njGNyeL65IYpwZsJ/oV8+\njUaj0WjOSbTY1pwzrLc6HFvustQ56aGzzdP/iFP0TW7ct52VboRnG5QzNkGs/NJxCkvtkFLWQUTK\nxz1VcOgEKVEqkaPvCbYJYSIYRCk5X12v6EuWu4KVbqjSRpBsrrhEkVSTavuk+PYsmG2ElLMOjgFR\nlGIKk7GcEvZZzyZMJMvdkMcX2kwWXPqRRAApEMYJpYzDclelnliGenRRmvL1/2+RI8sDPnrtLnaM\nZ9k+luHIUo+8Z1HN2hQzNoutgPMmVNSfIQqnnZNGo9FoNJpnjxbbmnOS2UbA3/3bk6PLv/tr29ha\n3eg33lzJEKU92oOYejsgTiFrGwQxLHeUEBaoiXNOQr2tfNWe7TAIY3Keamg0DFVKs9oVxEmKKQxA\nkKTK/2yZgpzNcAoOnmOx1A7YVHJJUkk7UHYUy4BUwkI7puALir5BvRPSHMQqR7sXsee8Mf7x+3Nc\nMlOhHyXUSg5xarI0LNtp9UO++aMl/sPuKiC4fFeVX3+NN8rMPpP3WvuwNRqNRqN5/tCebc05yan+\n7Ym8yxP1LgcPr/BEvUsq5Uh4VrI2ec+mFyRUcja+A7XSUGhHKa6lfkzi4cR7tRvi2BauJbGHudmz\nDSXE5TBSKU5PxkCpTG5Y6cb0Y7CEZFNJTaeXOhGOKZiuONTbIbGEnGvwiW8d4fZDC2wqeni2iRCC\nWlnlea8J7YxjstgK+fQ9R4c53CGubXHhdIkgVpc/853jNPuRrlbXaDQajeZFQk+2NecM6xsha0V3\nQ3OiAfzndbGAf3L1DLsmcxxb6WObyu4xVXLJOpLWQBAmkmYvopx1SNMUQ2yM52v3VS52JavsGwXP\nJmuDlBYLzQBTuKidTJfFVgC4TBUsBskwX3tY476p6JCm8MSy8kp3BhFZ1+IP37CdxVagkksMsExB\nux/hOxa33jd3MqLvqhkavZhbvjfLeM7m3VdMk/ctwjjly4cWTqto12g0Go1G88KixbbmnGF9I6Rp\nCD5y7S4u26mKV+5+ZHlDtN2JZgAIPnbHYf5o3zSVrEu9HdB2lTDtB2opcqUbsqPq0ByoifZEwcUk\npeDbpKlkuXdSfIOFb8N4wSVjSxoDMVo4rOag0RPMN5R9pDzMw7ZNh2YvZDzvYiIpehb9WPI331Rl\nO++6bDOfv/ekuP5Pb5rhwJ4anm1QyjiINBktNo7lXVxT4hiQzdq8/cIpNlf8DRXtGo1Go9FoXli0\njURzznCm7Og18p61wVZS8C0WmgPlqbYsbhpaMZY7IY4FWc9mqRNQzTnMNdSipW8bREmKaRoYAlqD\naBj3F+I5Jp4taA8SpJRYtsAxoZx1WO6ErHQgjBImii5SShrdiEpOCe1ixqEfRERS0OhH2MbJlJI7\nh0kp1100xYE9NZY7ETcfnEUAJxoD2kGKHD4nKSVSCoRhUM06XPGyKjPjWW0h0Wg0Go3mRURPtjXn\nBGkqR4J6bQpc9O3R1ywDDuyp0QuV17kXxFSH2dO+JXnPFdPU2wFTRYc1aVr2zVEhTdaHiYJFPxTM\nN5U/u5J1qHfUZLvZC7FNh4m8xRPLIRN5B9dSKSXJML3ENQUJsNhWJTWWAdWMxUInZDyvWiDLGZsv\nPXCC6y+p0Y8SZsazfOaeo9Q70ajp0TQEWdfiU/ccYXvV45pXT5GkUj1vR4ym+RqNRqPRaF58tNjW\nnBM8udzj+Gp/JFIzjkm7H3FsuUuzn7DSDTENQd6zKPgWWceg2Ys4sKfGai/BtVWzY5RAksJKN2Sy\n4GAIKGVsVjshacbGEJJy1saxAKlaIJfaIdW8Q2cQkaQWtZJDlEA7YGQjKXqQpgbLPbVAaRkCKWG+\nHVHNuQgp+dpDCxjAOy/bMsr89ix1uT2IqebUBPz6S2o0+yEf2D/DcjvAtgxyrkGjF9EPDc6bfFFf\nCo1Go9FoNOvQYltzTrDQCjCE2OBvPrCnht0xOLrS565HlnnvFdMcrndVlXsguP3QAu+8bAtSKgEs\nJZQyUG9DKiVRCp1+xFjexjZVocx43mUQxsSpiT/86TGEmp4XfZt6JySVFgVPObTWHBwnmhF5z6Yf\nKtGcd2C1L5Fy6AXPO7z1wikKnsUtB4+PJtkH9qiO+c/fO8cfvmEHrmNz67ePratrn+GvvvH46PKH\nrpp5wc9eo9FoNBrNU6PFtuacYLLg8sXvz40m29MVn88dPM6bXzlJxjFp9GIsIZmu+Kx0IyoZ1bw4\ntzpg95RHc6DuZ81CIqX6eGbcphtAlKQYQuDbEikt6u0AezixThKbRk+1RzqmwLMMUpQIN4QgStRC\nZdaBQWQpX3jRwRrGBlZyDo4lufunS1z5siq/edkWOoOY4rDifbY54MCemmqiNODGfdtp9CLG8i5Z\nR11uD2IKvkUyjB7UaDQajUZzdqAXJDXnBNvGMvzevh1kHJOMY/K5g8dp9GIqWZs7H17k+ktq1Nsh\n9nC5EUNgG5IwTZEnI7Gpd2AiD+N5FdlX70DWlTiWwaaCzWIrVnF8pgAp6UeQSIljrtWuSxIJBpJU\nrpXaGDgmOJaqfg/ilL/4+uP8X/98mM8dnOVEY8Dx1ZC3X1Sj0Y9Z7oR8+dA8aaraKi3DYCynklFM\nAZZpIISamh9ZGrDUCQHJ3/7LEfKe/aKcv0aj0Wg0mjOjJ9uac4K1gpq1OvLfeE2NiYKLbcBvXb71\n/2/v3oOkqu8+j3/O6dPndE9f5n5hhtsgExRIUKiwajBGEe+WGtTHdd2QrVSsXJ7VmDxVmzJ/6L8x\ntcUmVUml2MrjBt2ssVKCsSIaKpvweEniFlE3wyIZBRwYmBtz6cv0/Zz9o2caRkxE5dB0835VWdg3\n5nu+Jc5nfvzO76vE7MrzeCqnfMlVoehqIltUR9xRrlgeoe5JijvSaFJKZPLqjDuaSOclnTw1ZHa+\njTpjQeVKho5NlY/cKxRLKpQ8tUaCsszy8Js5hqSAIeUKUmODrelsRv+8camm0uVzvIMBKeqU/yg+\n/+ZIZUtIIGBq628PVn6fO9Z2qSUSVLHkVfZ8B0xDnTFHRVf63m2f0pLW8DnrOQAA+HCEbdSVU8eR\nF4uuBkbTSmeL6mq0JUnNEUdeKicnaCoUtDUynVPcceRYRjkUB8or25ZpK1MoH6snqbJynSl4CgbL\nYTedLagpYs+Ga08NAUMNQWk642osWVRHzFZ7zNFYIifFHTUEJTtQXjVPZopa3NagpW0NlaP5XM+b\nN4gnYGje6SoNdkChoKVMsagT6YIyBVcv9Y/q7s/26M4NqzQ2NqZCoVCFrgMAgL+HsI264rqehiZn\nNJ0pyZP0w90H9U/ru/Wvu47ov9zYq5BlqLHB1olkfnavtCHTlOSWg63rSmMz0ngqr8ZwUF1xWwHT\nk2kENTY79bH8e0j5UlAnkjm1xx11xG0dm8qrGLYUCppqawiq4JW3erTOBu6OuKNcoaTmiK3PLIzr\nyERGrx+cVGfc0ZLZ0D33g4J0Mnwfm8wqHrbUFLa0sLVBpfGZeSvgHUyIBADgvEXYRt3I50saGEsr\nX3T14/99WP/+3/WUTx7Jl1RyPQ1O5vXUH4/qquWNWn9Rm0YTOS1tdZQrSrnZfR/pvBQMlLd+WKaU\nL0lTyfLwmo5oUNmSNJrIq1iylc4W1NHoSK6rY1NFNQQNFV1P742ktbQtLHkqj3IPWzLN8g8CuZKn\n3vaIDo2lT5t2ubAxpIGxtEYT5SmTwUBAY8mceppDlTAulfenn7oCflFnrIpdBwAA/whhG3VjYCyt\nd0bTijqWSq6nlkiwsv0iYBqVxy+/M63XDibKQ24KUtjyVHTNyvTJYkmze7MNpTIFNYZtjSbLx/61\nhqVERiq4rqIhS+PJnH795oimZop6aNMyDU9ntfMvw7rv8h7t7h/Vdas6NDSZ1eKW8l7quUE7HzTt\nMpMvaevsMX7vH9P+yK19lRXv96+AB8zyRvJSydWhsbRGZkP4qQEdAABUB2EbNWluP/ZcsOzrimg0\nkVODHaiE6t+8NaxvXrtUmXxR/3LDMqVzRX37+mUaT5VXm8NBU80Nno5OlGQHLTmWoZBVHkaTK3oy\nDClglreCLG6xNZ4sSApWjgeM2IYMw9Etn+lUR9xR1Jac1pDuWNulmBPQlzcs1lgqr464o3DQkGl4\nSmSLksqh+/3TLodnx8dLqqzGSyfD+Fy4/nveHU2etlr+YZ8BAAD+ImyjJg2MpvVfX3q3Eiy/fcMy\ntccdbX9lUHeu7dKDm3o1kczLMAwFA4Yy+aJCtqVkpqBPddkaT0rHpnIquo66mwMaT5UDdsFV5Vg9\nSepuspTIStMZT9mip0ZTCgcNWaapo1N5tUZsLWi0NZbMy4zZ+tPAuC5d2qJktih3doT6eydm1GAH\n5FiGWqOO/vTuhExp3rTLmXxR7XGnEsDnVuPnrq/zDPZlj37AajlhGwCA6iJsoyadvg0jr8Uttr70\nucUaS+YUNwz1NNnKlQxN5lz1tjpKF6RMwdVYUgoHpVXdtkaT0v7j5dXn5e2OnKA0kS6vPJ9I5WWZ\ntmZyRdlBS4bKp5GEbEvBgHRRm63JjDScyKs95iiRKejSpS0KBU2FraD+9ZUjuvEznYqFLLVEbCUy\neU3P5PXf/+2I7ru8R8/8n5PbRL53a59MuXpo0zKNJ3PqanT0nRuWaTpTrGwJ+TAdp4T1Mw3oAADA\nX4Rt1KTODwiWhjwFTKk9aivueJrOGhpLlk8BaXCkbFFqjtiaSudVCgflukbl3GypfPrH5IyhWEgq\neaY8SYVSOVyfSOUVbwjKCRgaT+XVErF1ZLKgxoag2qO2CiVP+aKnBtvQ9Ex5xPt//NxijSfL53D/\n/v+N6P8OpfWt2XHqL/WP6j9f16tMvlQJ067nKT2ckmEYkgz1dUVkmWc+d+qizti8GyfPJKADAAB/\nEbZRc1zXk2OVx5RPpAtqiQQVdUw5VknpvDSWysswHcUcKZEpD385NlVUOGgpYEjLO4M6kTI0NFUO\n4qu6HY2lpIPj+dkhN9KJVF6tkaAMw1A6V1BL1NZkOi+rwVZTQ1DjqbyaGsrj1GMNhiZnymdtm6ah\nhS0hZQsljSVzagwFZEj69KImXbOyU7l8+RzsqZmi4iFLaxY1Vq7LNAyt7I5rZffH60vANOfdOAkA\nAKqPsI2a896JGf11KKWdfxmuPLflc4u0coEtKyBZZnm4TDJ3chjNVKakBU2WxpKGDo3lFQ/PnrFt\nSONJV55OriCHLKklYldWxR3LlOtJnso3TBZL5feFg4ZyRWlosrx6vbDFkWNKC1siGp1OqDNe3lpi\nByUrYGgynVdbLKg71napt62BlWcAAC4AZ/531MB5YmT21JGAWQ7SAdNQoVQ+J9uQ1BwJKpH1NJHO\ny7ICCgak7iZHfxvOKxiQuhrt8haRoifPK+/59lQOxJYpFUrzv17YMmVI8mYDd9Ay5HqeCiXJlKum\niK0T6bwKRamrpbyqXHTL788VXZmGZMpTruhqPJnX82+OKBayOJYPAIALAGEbNacz7mh3/6ju+Wy3\n7ljbpW9eu1Qv9Y9KKgfl8VReVsBQQ9BQW8RUoVRefW6J2ioWS8oUpKaQtKTV0Xgqr4AVUNSWoo6l\n0WRe+dLJ00gkSbOnk4QsQ65XXvnuijsaSeTkGqb+7e1R/Y9XjiiRLcoOBCRJpdnAbgfK21gkQ91N\nIUUcS9+7tY9VbQAALhCEbdScRS1hfelzi5UplLSsPaL/9aejOpEqVF4vh1upqzGogdGcQsHySR3j\nyZwsK6BiydOhE3llilJvS1CmpKmMq2S2WD4eyxDyAAATQUlEQVTBpFg+Rq8j7ihmSyfS5bOxm8KW\nDEM6cDypI5NZ/c8/Den4VFZvHEmddvpHY9SWdPK87r7OsC7pjmnd0mb1tkdY1QYA4ALBnm3UlGQy\nqyPJvEYSOe38y7C+dX2vNq3ukDN7rIhplvdse56nqYwhyzRUKEmNIcnzHB2bvSlyQSyogicdniyo\nOWIrky+qNWorODvExlB5y8hUpqRoKKh0tqCIE9R4Oq+e1pgSMwU9fP0ylVxP/2nDIi1sCc9brY6H\nQlq9MFSdJgEAgPMGYRs1ZTCRnz16rzyBcXqmoAWNISUyOUmS65ZPBTEMQ1FbmkyXV5clybEMNTUE\nlcwUFAsHNTY7gr057EmerdFEToo7agxJ+WJQE6m82qK2TMNTc8RWb0dEq0xTg+NpHZvKajSVV4Md\n0IrOiBa3cQIIAAA4HWEbNWVqJq9LumyNpaT/cHmPWqOO2qPSeLL8+qm7M8K2p5aoXdkS4pie8pYp\ny/Rm916bCprSiRlpMp1Xc6S8sp0teJqcKSgethQwpb6u+LxtHwtbG1T0VDnPemEr+68BAMAHI2yj\nprRFy0F7628PVgbafGvTMv38taP6lxsvOu35/7b79McPbVqmH+4+qG9fv0zBgNTUIJmGrbjtKVOU\nCq4hQ1IoGFDI0mn7q03D4DxrAABwRgjbqCkjibxKrjdvVPtYsryFZPR9I9zHkh/8eHz217FUXq0R\nWzMFQ8ViUUlZamqQRhKuXE8qFF0VLO4hBgAAHx9JAjUjlcoqHrbUMTuqXSqfsd0xewrIBz3/QY/b\nYuVf4yFLY8mctv72oAIBS8u7IvIUUDBgyjSkoGUqbAeqc7EAAKAusLKNmjCdyOpoMq9w0FRzg6dv\nbVpWmfDYHvW05cqFao/qtOdPfRwLenr4+mWayeb10KZlMjxPbTGnvNqdymt1IK4FTQ3KFWcUKQQV\nsQNa0MR+bAAA8PERtlETjibzGk3k1B0PajRpajxVDtDJTEFSUCu7HSWy5eP65qY9JrKG4o6UypoK\nGJ4SeUPjqZzaoo4cSzIMQy+8NTLvjOy5/dirFoeVyWSqeckAAKAOELZRE+ZOFClK8256fPj6Zdr6\n24P6p/Xd6m4K6Yfvey0naVm7pbGUoamZvNpjjtLZggwjqKAprVnSrE2ru9TXxc2OAADg7Kv7sD0w\nMKAXX3xRnudp7dq12rBhQ7VLwsfQEXc0Pp3WJT2ReVtDWho8/fPGpQpZphrD799GcvLznid1Nzla\n3BaRZZ68VeFTC6pwMQAA4IJR12HbdV298MIL2rJli2KxmLZt26YVK1aovb292qXhI1rYasvzpGLJ\nk2WeHE4jBZXMFhRosJUvzG0iKXMleV5AnY0N6mhkPDoAADj36jpsDw0NqbW1VU1NTZKk1atX68CB\nA4TtGtQYCqlxdvx5d5VrAQAAOFN1ffRfMplUPB6vPI7H40okElWsCAAAABeSul7Z/kcSiYRSqdS8\n56LRqCyrNloSCAQUDAarXcYZmetprfRWor9+o7/+qpX+0lt/0V9/0V//1FJPz0R9Xc37xGIxTU9P\nVx4nEonKSvfevXu1Z8+eee+/+uqrdc0115zTGi8kzc3N1S6hrtFff9Ff/9Bbf9Fff9FffJi6Dts9\nPT2amJjQ1NSUotGo+vv7ddddd0mS1q1bpxUrVsx7fzQa1eTkpIrFYjXK/Ugcx1Eul6t2GWfEsiw1\nNzfXTG8l+us3+uuvWukvvfUX/fUX/fXPXG/rRV2HbdM0dfPNN+vJJ5+U53m67LLLKjdHxuPxefu5\n54yNjalQKJzrUj8yy7Jqos5TFYvFmqmZ/vqL/vqr1vpLb/1Ff/1Ff/Fh6jpsS1JfX5/6+vqqXQYA\nAAAuQHV9GgkAAABQTYRtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4Rt\nAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0A\nAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAA\nAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAA\nwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADA\nJ4RtAAAAwCeG53letYs4X2SzWWWzWdVCS0zTlOu61S7jjBiGIdu2lc/na6K3Ev31G/31V630l976\ni/76i/76xzAMNTU1VbuMs8aqdgHnk1AopGQyqUKhUO1SPlQ4HFYmk6l2GWckGAyqqalJ6XS6Jnor\n0V+/0V9/1Up/6a2/6K+/6K9/gsFgtUs4q9hGAgAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0A\nAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAA\nAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA\n+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4\nhLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiEsA0AAAD4hLANAAAA+ISwDQAAAPiE\nsA0AAAD4xKp2Aaf6wx/+oL179yoSiUiSNm7cqL6+PknSyy+/rDfeeEOmaerGG2/U8uXLJUnHjh3T\nzp07VSwW1dfXp5tuukmSVCwWtWPHDh0/flwNDQ2666671NTUVJ0LAwAAwAXpvArbknTFFVfoyiuv\nnPfc2NiY9u3bp29+85tKJBLavn27HnzwQRmGod/85je6/fbb1dPTo6eeekrvvPOOli9frjfeeEPh\ncFgPPvig+vv7tXv3bt19991VuioAAABciGpiG8nbb7+t1atXKxAIqLm5Wa2trRoaGlIymVQul1NP\nT48kac2aNXr77bcrn7n00kslSStXrtShQ4eqVj8AAAAuTOfdyvbrr7+ut956S93d3brhhhsUCoWU\nTCa1cOHCyntisZgSiYRM01Q8Hq88H4/HlUgkJEnJZLLymmmaCoVCmpmZUUNDw7m9IAAAAFywznnY\n3r59u1Kp1GnPb9y4UZ/97Gd19dVXyzAM/e53v9NLL72k22+//ax8Xc/z5j1OJBKn1RGNRmVZ593P\nHx8oEAgoGAxWu4wzMtfTWumtRH/9Rn/9VSv9pbf+or/+or/+qaWenolzfjVf+tKXzuh969at0y9+\n8QtJJ1ey5yQSCcXj8b/7/Kmficfjcl1XuVxu3qr23r17tWfPnnlfc8mSJdq8ebOam5s/9vXhdIlE\nQr///e+1bt06eusD+usv+usfeusv+usv+uufU3t76g6GWnVe7dlOJpOVf9+/f786OjokSStWrFB/\nf7+KxaImJyc1MTGhnp4exWIxOY6jo0ePyvM8vfXWW1qxYkXlM2+++aYkad++fert7Z33tdatW6cH\nHnig8s+dd96p99577wNX3fHJpFIp7dmzh976hP76i/76h976i/76i/76p956e16t0+/evVvDw8My\nDENNTU267bbbJEkdHR1atWqVfvzjHysQCOiWW26RYRiSpFtuuWXe0X9zRwWuXbtWzz77rH70ox8p\nHA7rrrvumve14vF4Xfy0BAAAgPPXeRW2v/jFL/7d16666ipdddVVpz3f3d2tb3zjG6c9b1mW7rnn\nnrNaHwAAAPBRnFfbSAAAAIB6Enjsscceq3YR5wPP82TbtpYuXSrHcapdTl2ht/6iv/6iv/6ht/6i\nv/6iv/6pt96eV9tIqikej6ujo0NPPvmkxsfH9dWvflXd3d3VLqsujIyMqL+/X3/961+1du1abdiw\nodol1Y3nnntOf/vb3xSJRHTNNddUu5y6Mj09rR07diidTsswDIXDYV1++eXVLqtuFItF/fKXv1Sp\nVNL+/fu1cuVKfeELX6h2WXUlGo3qwIEDOn78uO67775ql1NXtm7dqlAoJMMwNDAwoAceeKDaJdUV\n27Y1Njam7du3yzAM3X777fPmrdQawvYpOjs7de+99+r555+vdil1w3VdvfDCC9qyZYtisZi2bdum\nFStWqL29vdql1YVLL71U69ev144dO6pdSt0xTVM33HCDFixYoFwup23btumiiy7iv92zxLIsbdmy\nRbZty3Vd/exnP9Py5ctr+hvq+ebPf/6z2tvblcvlql1K3TEMQ1/+8pcVDoerXUpd2rVrl/r6+nTP\nPfeoVCqpUChUu6RPhD3bp2hra1Nra2u1y6grQ0NDam1tVVNTkwKBgFavXq0DBw5Uu6y6sWTJEv5n\n75NYLKYFCxZIkhzHUVtb27zjSfHJ2bYtqbzK7bpu5ZQpfHLT09MaGBjQ2rVrq11K3Xr/sDycHdls\nVoODg7rssssklQfxhEKhKlf1ybCyDV8lk8l5RyzG43ENDQ1VsSLgo5ucnNTw8LB6enqqXUpdcV1X\n27Zt08TEhNavX09/z6KXXnpJmzZtYlXbR9u3b5dpmlq3bp3WrVtX7XLqxtTUlBoaGrRz504NDw+r\nu7tbN910U01Mvvx7Lriw/Y/Gxc8NxAGAOblcTs8884xuuummurhR53ximqa+9rWvKZvN6umnn9bo\n6GhlmBk+vrn7OBYsWKBDhw5Vu5y69JWvfEWxWEzpdFrbt29XW1ublixZUu2y6oLrujp+/Lhuvvlm\n9fT0aNeuXXrllVdq+r6kCy5sn+m4eJwdsVhM09PTlceJRIJhQqgZpVJJzzzzjNasWaOLL7642uXU\nrVAopN7eXr3zzjuE7bNgcHBQBw4c0MDAgIrFonK5nJ599tl/OMsCH00sFpMkRSIRXXLJJRoaGiJs\nnyVzQwfn/qZr5cqVevXVV6tc1SdzwYVtnFs9PT2amJjQ1NSUotGo+vv7T5vmiU+GfYP+ee6559Te\n3s4pJD5Ip9OVvZiFQkHvvvsuJxWdJdddd52uu+46SdLhw4f12muvEbTPonw+L8/z5DiO8vm83n33\nXV199dXVLqtuRKNRNTY2anx8XG1tbTp06FDN35hueHynrti/f7927dqlmZkZhUIhdXV16f777692\nWTVvYGBAL774ojzP02WXXfaBk0Dx8fzqV7/S4cOHlclkKsf/zd1Ugk9mcHBQTzzxhDo6Oio37m3c\nuFF9fX1Vrqw+jIyMaMeOHfI8T57nafXq1fr85z9f7bLqzlzY5ui/s2dyclJPP/20DMOQ67r69Kc/\nzfe1s2x4eFi//vWvVSqV1NzcrDvuuKOmb5IkbAMAAAA+4eg/AAAAwCeEbQAAAMAnhG0AAADAJ4Rt\nAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0A\nAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQAAAMAnhG0AAADAJ4RtAAAAwCeEbQDA\nPD//+c911VVXVbsMAKgLhG0AuICUSqUPfY/neTIM4xxUAwD1j7ANADXk6NGj2rx5szo6OtTe3q4H\nH3xQBw8e1MaNG9XW1qaOjg7df//9SiQSlc/09vbq8ccf15o1axSNRuW6rr7//e9r+fLlisfjWr16\ntXbu3ClJevvtt/X1r39df/zjHxWLxdTS0lKtSwWAukDYBoAa4bqubr31VvX29mpwcFBDQ0O69957\nJUmPPPKIhoeHtX//fh09elSPPfbYvM8+/fTT2rVrl6ampmSappYvX65XX31ViURCjz76qO6//36N\njIzo4osv1k9/+lNdccUVSiaTmpiYqMKVAkD9IGwDQI14/fXXdfz4cT3++OMKhUKybVtXXnmlli1b\npo0bN8qyLLW2turhhx/Wnj175n32oYceUnd3txzHkSRt3rxZnZ2dkqS7775bfX19ev3118/5NQFA\nvbOqXQAA4MwcOXJES5YskWnOXycZHR3VQw89pJdfflmpVEqlUum07R8LFy6c93j79u3aunWrDh8+\nLElKp9MaHx/3tX4AuBCxsg0ANWLRokUaHByU67rznn/kkUdkmqb27dunqakpPfXUU/I8b957Tr3h\ncXBwUA888IB+8pOfaHJyUpOTk1q1alXlM9wcCQBnD2EbAGrE+vXrtWDBAn33u9/VzMyMcrmcXnvt\nNaVSKUWjUcViMQ0NDekHP/jBP/x90um0TNNUW1ubXNfVE088of7+/srrnZ2dOnr0qAqFgt+XBAB1\nj7ANADXCNE09//zzGhgY0OLFi7Vo0SI988wzevTRR7V37141NTXptttu0+bNm+d97v0r1Zdccom+\n853v6PLLL1dXV5f27dunDRs2VF6/9tprtWrVKnV1damjo+OcXBsA1CvDe//fNQIAAAA4K1jZBgAA\nAHxC2AYAAAB8QtgGAAAAfELYBgAAAHxC2AYAAAB8QtgGAAAAfELYBgAAAHxC2AYAAAB8QtgGAAAA\nfPL/AV3xP4Uk+yt5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1133d2e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288917785)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_jitter(color='steelblue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mRXITYWuFT6fTkEzJ19S/zWs2Go1Km/Y0TZHnecUuo8LNnl8XSdfHREsK2iTO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\nVaLmWeKJkY7j7BoXFtl+9tln8fd///eV537+85/j85//PL7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ELyvbetIkhTx90BSfFMgU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2quLbD39d1LuFUFOJNDtra2MBqN4Lou7rrrLtkHpzCykkwPMivJ9XodV65cwbPPPovd3V2J4Xv2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\n3vFaPcqyCqcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118568c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (293954037)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_jitter(alpha=1/100.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
